What if the jury in my case does not agree to my innocence? Or Guilt? What happens then?
In Massachusetts, jurors must all agree when they decide a criminal case. If even one person on the jury does not agree, they must continue to deliberate unless the judge says otherwise.
What is a jury?
A jury is a group of people who deliver a verdict at a trial.
The job of a jury is to decide questions of fact. In other words, a jury is responsible for deciding what is true and what is not.
In criminal cases, the burden of proof is the very high standard of beyond a reasonable doubt. The punishment for a guilty verdict is usually some loss of freedom, including probation, paying a fine, or time in jail or imprisonment. Because of this, it is important to have a high burden of proof.
What happens when a jury is deadlocked?
When a jury cannot reach a unanimous verdict in a criminal case, they will inform the judge. The judge will then usually call them out of the jury deliberation room to read another jury instruction to them, or talk to them more informally. The judge will encourage them to resolve their differences and reach a unanimous verdict. Sometimes this happens multiple times before the judge makes a final decision on whether the jury is deadlocked.
Jurors must balance sticking to their beliefs and convictions with working with their colleagues to reach one verdict. Judges work to encourage jurors to reach a unanimous verdict because if a jury is not unanimous, the court will declare a mistrial. A mistrial is not a guilty verdict. It is not an acquittal either. A mistrial is a trial that has been invalidated because the jury is hopelessly deadlocked or a serious procedural error occurred.
Judges discourage mistrials because it is not an efficient use of judicial resources. Trials in criminal cases can extend for days and sometimes weeks. They require constant supervision from the judge, which means that judge cannot attend to other court business. They also require constant attention by a court clerk and one or more court officers. The process of impaneling, or assembling, a jury takes a considerable amount of time too. When a case results in mistrial, the entire trial needs to be redone.
Do defense attorneys ask for mistrials?
Although everyone tries to avoid mistrials, sometimes a defense attorney will request a mistrial on behalf of their client. A defense attorney will do this when they believe the proceedings against their client have been tainted by a decision or action of the judge or prosecutor. For example, a judge might admit, or allow the jury to see, a piece of evidence that the defense attorney believes is a serious error of law that has prejudiced the jury. In other words, the defense attorney would argue the jury has been so biased by the evidence, the jury would be unable to decide the verdict fairly. Mistrials are rare but occasionally granted when errors are significant.
It is important to remember that even if a judge does not grant a mistrial, this does not mean a defense attorney can’t challenge a guilty verdict. There are various ways this happens. A defense attorney could file a motion for a new trial. A defense attorney could also move to set aside the verdict. The verdict could also be challenged on appeal.
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This blog is written by Adv. Varsha Singh. She is a Supreme Court and High Court lawyer with over a decade of experience in litigation, arbitration, and corporate advisory, offering strategic and result-driven legal solutions across diverse practice areas.
Introduction
Walking through a fine line has always been a struggle for domestic law, protecting those who are actually vulnerable and preventing the law itself from being misused as a weapon. This balance is nowhere delicate than in matrimonial disputes. Allegations of cruelty or harassment can change someoneâs life, not just of the one who complained but also for the one against whom these allegations are made, including their family.
Letâs be honest; the law is implemented to provide justice. But not every complaint is honest and just. The judiciary has begun to acknowledge that. The concern here is that some complaints may be exaggerated or retaliatory. This places an unnecessary burden on the accused.
Allegations of all shapes and sizes must come with a statutory warning. In this case of Rajesh Chaddha v. State of Uttar Pradesh (2025), the Apex Court stressed this very aspect. It required that allegations of cruelty need to be specific, substantiated and contextual.
In this landmark moment on Menâs Rights in domestic cases unfolds a very important question: who will justice stand with?
Rethinking Section 498A: protection or punishment?
Section 498A of the Indian Penal Code was legislated in 1983. It was designed to protect the married woman from cruelty, harassment and dowry abuse. At the time, this law was considered progressive. It offered criminal remedies to women within their own homes. However, over the years, this section has been misused extensively. The shield has turned into a weapon by involving the husband as well as his relatives in prolonged litigation.
A case study cited by the Times of India (2025) found serious gaps between accusations and proof. Between 2017 and 2022, only 1% of 498A cases resulted in convictions.
In 2014, the Supreme Court of India warned against âautomatic arrests.â The SC observed in Arnesh Kumar v. State of Bihar (2014) that section 498A became a powerful weapon for resentful partners. Citing Section 41 of the CrPC, police were directed to follow due process. Arrests were only to be made with reasonable satisfaction and verification of evidence.
The same concept has been allowed to seep through in Bharatiya Nagarik Suraksha Sanhita, 2023 (BNSS). Section 35 of BNSS mirrors the old Section 41 of CrPC. It reinforces judicial caution against arbitrary detentions in domestic cruelty cases. Thus, assuring us safeguards and protection.
This is not a failure of law but how it is implemented. The law has always been applied with bias, although it was crafted with empathy. What is supposed to protect us is sometimes used to punish us. Thus, showing how emotion can overtake fairness.
Interpreting the courtâs reasoning on Rajesh Chaddha Judgment (2025)
The SC reignited the debate on the interpretation of allegations of cruelty in matrimonial disputes. The wife had filed a complaint of mental and physical harassment by her husband and his family. Upon judicial scrutiny, the allegations were found to be baseless and uncorroborated by any evidence.
The court held that âcrueltyâ cannot be interpreted in isolation. The prosecutionâs case lacked specificity, dates or circumstances to prove cruelty. The wife relied on general accusations and emotional narratives. The court held it was insufficient to sustain a conviction.
The SC observed, âThe term âcrueltyâ is subject to rather cruel misuse by the parties, and cannot be established simpliciter without specific instances, to say the least. The tendency of roping these sections, without mentioning any specific dates, time or incident, weakens the case of the prosecution, and casts serious suspicion on the viability of the version of a complainant.â
The precedent of Preeti Gupta v. State of Jharkhand (2010) was followed in this case. It was noted that a serious re-examination of Section 498A was necessary. The said Section was being misused time and again.
Rajesh Chaddha v. State of Uttar Pradesh goes further. It enunciates the emerging doctrine of âContext Crueltyâ emphasised by various legal commentators. The court must discriminate between genuine domestic cruelty cases from marital discord.
With this new interpretation, a positive path was paved by the Apex Court. It marked a move toward greater evidentiary examination and judicial stability. Thus, reinforces fairness and justice to the victim.
What stands out in this judgment isnât just the acquittal but the insistence of the Court on evidence-based reasoning. How emotional narratives should be dealt with is redefined in this judgment. This is a subtle shift, but it may redefine how, in matrimonial cases, emotions cannot substitute for proof.
âContextual crueltyâ: an emerging doctrine
Rajesh Chaddhaâs acquittal in this case leads to judicial evolution. Evidence and context were highlights in this judgment. Thus, leading to the emergence of the doctrine of âContextual Clarityâ. The courts have forever relied on the complainantâs testimony. This new approach has emerged with the intent to protect. Although this may lead to a greater presumption of guilt than presumption of innocence.
Contextual Clarity doctrine helps the judge to see beyond the narrative. The totality of circumstances, including the nature of the relationship, allegation timing, evidence of provocation and retaliatory motives, needs to be judged too. False complaints harm the accused as well as dilute credibility. Now, the court has redefined how matrimonial wrangles are to be decided.
K. Subba Rao v. State of Telangana (2018) and Social Action Forum for Manav Adhikar v. Union of India (2018) reflect the same predicament. The court emphasises the need for procedural fairness in handling domestic disputes assertions.
In the Social Action Forum, the court directed the Family Welfare Committees to examine complaints before arrests. This may help prevent misuse of the section. Therefore, the doctrine performs a dual function:
To preserve the integrity of the law designed to protect women. It will help ensure that they are not trivialised through false use.Â
Reinforcement of due process; protection of men and their families; ensuring laws are not used as a tool of vengeance.
What should be the new approach for legal practitioners?
The court has developed the usage of Section 498A. In the complaint of such cases, it should now focus on exhibiting
i. discrepancies,
ii. lack of specifics, or
iii. contextual dubieties in the complaint.
These complaints must be supported by tangible evidence. Therefore, Contextual Clarity doesnât weaken the protection granted to women. Rather, it equalises the use and misuse of the section by granting protection to both men and women.
The judicial balance between the truth and the false
The constant efforts of the judiciary have been proven by the ruling of this case. The court is successful in reinforcing the balance between genuine victims and false complaints. The court reinstated the legislative intent behind anti-cruelty laws. Yet, the implementations of these provisions often risk overreach.
The Apex Court in Arnesh Kumar v. State of Bihar (2014) warned against the routine arrest. Notably, it held that no arrest be made without reasonable satisfaction about the genuineness of the allegations. Liberty must not be sacrificed at the bench of accusation. The court gave directions to prevent the superfluous arrest of men and their family members.
The judgment given in Rajesh Chaddhaâs case was that emotions should not form the foundation of criminal liability. Vague allegations by the prosecution and discreditation of genuine claims of abuse were acknowledged. The courts should use their inherent powers (Section 482 BNSS, formerly Section 438 CrPC) to quash malicious proceedings. This, in turn, will help to protect the rights of the accused in trials based on false accusations.
A Similar judgment was pronounced in State of Madhya Pradesh v. Jogendra Singh (2022). Held, false accusations do not weaken the need to protect real victims of domestic cruelty.
The challenge here is how to discriminate between the two? Now thatâs the task of the judiciary, by involving evidentiary discipline.
What is the takeaway here for legal practitioners?
Fairness, precision and respect for due process must be practised by the parties to the case.Â
The defence should focus on contextual scrutiny and corroborating evidence.Â
The complainantâs lawyer must ensure those allegations are backed by substantial proof.
Menâs rights & legal practice
The perspective is now evolving. There is more than a clarification of procedural fairness. We can sense a jurisprudential shift toward gender-neutral accountability. Cruelty laws have always been misused and abused. Therefore, the judiciary was compelled to rethink the coexistence of protection with impartiality.
The court upheld menâs rights with this judgment. It recognised the harassment faced by men in cruelty cases. Those exaggerated claims may lead to devastating personal and professional consequences. Employment issues, mental health issues, and a lowered reputation are just a few. The Apex Court mandated strict proof of allegations, thereby restoring the balance. Men can be victims too!
Practical insights for lawyers
Precise allegations
The Defence can now confidently sustain prosecution and argue that vague allegations are insufficient. The courts can use section 482 to squash petitions for not producing any corroborative evidence.
Evidence-driven strategy
Practising lawyers should focus on gathering material evidence. For example, medical records, witness statements, and communications instead of testimonials.
Advisory role
Advice on exaggerated complaints should be provided. As it may weaken the credibility of genuine cases. Accused clients should cooperate with investigation procedures and avoid retaliatory litigation.
Encouragement of ADR
In matrimonial disputes, the judge indirectly fortifies alternative dispute resolution (ADR). This can be used as an opportunity by lawyers to promote meditation. It will help in preserving family dignity and reducing the burden.
Impact on investigation
Now, police are under great caution before registering FIRs or making arrests in cruelty cases. The defence lawyer can invoke the precedents set in the Arnesh Kumar and Rajesh Chaddha cases to challenge arbitrary actions.
Policy-wise, the judgment backs the ongoing dialogue on gender parity in India. It pleads that compassion must not turn into prejudice. Sympathy is not a knife to turn into innocent backs. Indiaâs constantly evolving criminal jurisprudence represents a step toward procedural equivalence. A move to embolden the moral authority of laws protecting women.
Reflective viewpoint
Rajesh Chaddhaâs ruling is a sign of judicial development. Our view and standpoint here must be very clear. Some may view it as anti-women. It should be seen as an anti-abuse verdict.
How can we say this?
In this case, the Court has not diluted the protection, but we can say it has purified it. Every false case undermines the case of the real victim. This ruling reminds the system to discriminate between vengeance from genuine suffering.
After all, the goal isnât to favour men over women but to protect the truth.
Conclusion
There is a jurisprudential shift by the Supreme Court in this case. The Court has come to recognise the rights of men in domestic dispute cases. The court has insisted that the allegations be specific, contextual and backed by concrete evidence. Now there is less weightage on testimonials.
Rajesh Chaddhaâs ruling shall help in safeguarding men against false and frivolous complaints. Thus, ensuring that men are not unjustly harassed while protecting genuine victims. This approach has stemmed fairness and justice and created equality.
This judgement highlights the need for corroborated evidence, thorough investigation and judicial scrutiny. This is a positive message set out for legal practitioners, policymakers and society at large. India continues to refine its domestic law system. We need a system that protects the innocent, empowers justice to victims and upholds our judiciary.
The real question to ask is: How can we implement laws to shield victims and not use the laws as weapons for vendettas?
Frequently Asked Questions (FAQs)
How shall âContextual Crueltyâ affect settlement discussions?
This new doctrine will help judges and lawyers to see allegations in full context. It may separate real issues from the exaggerated ones. Hence, settling disputes quickly and reasonably without unnecessary legal battles.
Will the Rajesh Chaddha judgment influence future legislative reforms on domestic violence laws?
Yes, it may be focusing on clarity, context, and solid evidence. The judgment sets an example for lawmakers to follow when reflecting on domestic violence or cruelty laws. Future changes may include gender-neutral rules, clear procedures and strict complaint requirements. Thereby, aiming to prevent misuse while protecting the real victims.
Will there be implications for cross-border or international domestic dispute cases involving Indian citizens?
There could be! Usually, Indian courts apply local legal principles in cases that involve other countries, like harassment, custody or maintenance. The court should focus on the contextual evidence with judicial scrutiny. Thereby influences how courts handle international cases, making sure that the decision is fair for those who also stay overseas.   Â
Image Source – This blog is written by Adv. Varsha Singh. She is a Supreme Court and High Court lawyer with over a decade of experience in litigation, arbitration, and corporate advisory, offering strategic and result-driven legal solutions across diverse practice areas. Introduction Walking through a fine line has always been a struggle for domestic law, protecting those who are
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Despite eight years since GST implementation, no official government statistics exist on registered GST Practitioners, even though the legal framework and registration process are well-established. However, industry data reveals approximately 1.3 million tax professionals (formal and informal) now serve India’s 15.2 million GST taxpayers, with the consulting market estimated at $7+ billion annually. The sector is dominated by 159,557 practicing Chartered Accountants alongside hundreds of thousands of unregistered consultants, growing at 8-11% annually since 2017.
This data gap contrasts sharply with comprehensive government reporting on GST revenue and taxpayer statistics. While the GST Network tracks registrations and collections meticulously, practitioner enrollment numbers remain unpublished across all government portals, reports, and statistical releases. Understanding this consulting ecosystem requires piecing together data from professional bodies like ICAI, market research firms, and industry analyses rather than relying on a single authoritative source.
Official GST Practitioner data: a conspicuous absence
The research revealed a striking finding: registered GST Practitioner statistics are not publicly available from any government source, despite the existence of a formal enrollment framework under Section 48 of the CGST Act, 2017. The GST Portal maintains a searchable database of individual practitioners through its “Find a GST Practitioner” tool, but aggregate enrollment numbers are never published.
Extensive searches across the GST Portal, GST Council, NACIN (National Academy of Customs, Indirect Taxes and Narcotics), CBIC (Central Board of Indirect Taxes and Customs), Ministry of Finance, and Press Information Bureau found detailed information about the registration process, eligibility criteria, and examination requirementsâbut zero statistics on total enrollments, state-wise distribution, or historical growth trends. This contrasts dramatically with GST taxpayer data, which is regularly updated and published with comprehensive breakdowns.
The GST Practitioner framework requires applicants to pass a NACIN-conducted examination within two years of enrollment, with exams held twice yearly since 2018. However, neither exam candidate numbers nor pass rates are publicly disclosed. The system recognizes multiple professional qualifications as eligible, including Chartered Accountants, Company Secretaries, Cost Accountants, commerce/law graduates, and retired government officialsâyet no consolidated count exists across these categories.
Possible explanations for this data gap include separate tracking by Central and State authorities, making aggregation difficult, privacy considerations around individual practitioner data, administrative separation between enrollment and post-exam certification stages, and limited public interest compared to revenue collection metrics that dominate GST reporting.
Chartered Accountants: the backbone of formal GST consulting
The Institute of Chartered Accountants of India (ICAI) provides the most concrete professional data available. As of February 2025, ICAI reports 407,629 total members, making it the world’s largest or second-largest accounting body. Of these, 159,557 hold Certificates of Practice (39.1%), representing the core of formal GST consulting capacity.
These practicing CAs operate through 98,967 registered firms: 68,125 proprietary firms (68.8%), 27,051 partnership firms/LLPs (27.3%), and 3,791 sole practitioner firms (3.8%). While ICAI does not publish specific breakdowns of members by practice area, industry analysis suggests 70-80% of practicing CAs provide tax services including GST compliance, returns, audits, and advisory work.
ICAI’s response to GST implementation has been comprehensive. The organization conducted training for over 2,000 government officers in GST programs during 2023-24 alone, delivered 160+ batches of its Certificate Course on GST since 2017, and organized 1,432 CPE (Continuing Professional Education) programs on GST in 2023-24âthe largest topic category. Publications include 262+ editions of GST Updates and 57+ e-newsletter editions.
The CA profession has experienced strong growth since GST implementation: 31,946 new CAs qualified in 2024, the highest number since COVID-19, contributing to annual membership growth of 7-8%. ICAI’s ambitious target of 30 lakh (3 million) CAs by 2047 would require 130,000 new qualifications annuallyâfour times the current rateâindicating recognition of massive future demand.
Government recognition of CAs in the GST ecosystem is formal and extensive. CAs are specifically authorized as representatives under Section 116(2) of the GST Act, 2017, eligible to conduct GST audits, and required to certify annual returns (GSTR-9C) for businesses exceeding â¹5 crore turnover. Hon’ble Vice-President of India at GloPAC 2023 specifically recognized CAs’ role in transforming GST from being perceived as complex to becoming a “Good and Simple Tax.”
Market size estimates: a $7+ billion industry serving 15 million taxpayers
Industry research and market analysis provide estimates where government data is absent. The Indian tax consulting market was valued at $6.5 billion (â¹42,500 crore) in 2017, growing 9% to $7.1 billion in 2018 primarily due to GST implementation. A 2017 Consultancy in analysis projected that serving approximately 9 million companies under GST jurisdiction would require 1.3 million new tax consultants.
By 2024-25, the Big Four accounting firms alone (Deloitte, EY, PwC, KPMG) generated combined revenues of â¹38,800 crore (~$4.7 billion) in FY24, projected to exceed â¹45,000 crore (~$5.4 billion) in FY25. Their consulting services, including tax advisory, accounted for over â¹25,000 crore of this total. Individual firm performance shows remarkable growth: EY India reported â¹13,400+ crore (16-17% growth), Deloitte â¹10,000 crore (29% growth), PwC â¹9,200 crore (22% growth), and KPMG â¹5,900-6,200 crore (5.5-10% growth).
The broader India consulting market reached $13 billion in 2024 and is projected to hit $24 billion by 2031 at an 11% CAGR, according to 6Wresearch. Within this, the GST-related technology market is also expanding rapidly: the GST reconciliation software market was valued at $1.5 billion in 2024 with projections of $4.2 billion by 2033 (15.2% CAGR).
Current demand indicators are substantial: India now has over 15.2 million active GST taxpayers as of May 2025, up from 7.8 lakh in the initial 23 days after GST launch in July 2017ârepresenting 19x growth or approximately 9% CAGR over eight years. Monthly GST collections averaged â¹1.84 lakh crore in FY 2024-25, with the highest-ever collection of â¹2.10 lakh crore in April 2024 and second-highest of â¹2.01 lakh crore in May 2025.
The informal consulting sector: an estimated 700,000-900,000 professionals
Beyond registered CAs and formal firms lies a substantial informal consulting ecosystem. Industry estimates suggest 700,000-900,000 informal/unregistered consultants provide GST services, primarily to MSMEs and small businesses in Tier-2 and Tier-3 cities where CA penetration is lower.
This estimate derives from gap analysis: if the total consultant requirement is 1.3 million (2017 industry projection) and formal practitioners number 400,000-450,000 (including 159,557 practicing CAs, Big Four employees, and mid-sized firm professionals), the difference suggests 700,000-900,000 informal practitioners. These include bookkeepers offering GST services, accountants without CA qualification, tax consultants with commerce/law degrees, and part-time advisors.
Market structure thus divides into organized and unorganized sectors. The organized sector includes the Big Four, mid-sized domestic firms (Grant Thornton India, BDO India, Nangia & Company, Dhruva Advisors, BMR Advisors), registered CA firms, and formally enrolled GST Practitioners. The unorganized sector comprises individual consultants, small accounting services, and regional practitioners operating below the registration threshold.
Business directory data supports this scale: IndiaMART lists over 1,000 GST consultant service providers across major cities including Delhi, Mumbai, Bengaluru, Pune, Chennai, Thane, Hyderabad, Ahmedabad, Kolkata, Jaipur, and Gurugram. However, this represents only digitally-listed providers and likely undercounts the total informal market.
The GST registration threshold (â¹20 lakhs for services) and composition scheme (â¹50 lakh threshold) allow many small consultants to operate without GST registration themselves, contributing to difficulty in quantifying this segment. Many serve micro-enterprises and individual proprietors who require basic compliance support rather than sophisticated advisory services.
GST implementation on July 1, 2017 created an immediate demand shock. The first year saw a 50% increase in indirect taxpayers, adding 3.4 million new registrants beyond those migrating from the old VAT/service tax system. Additionally, 1.7 million businesses below the threshold limit registered voluntarily to claim Input Tax Credit benefits.
*Not directly comparable due to partial first year
This represents 173% growth from 2017-18 to 2023-24, with collections stabilizing at sustained 9-11% annual growth rates. The cumulative total exceeds 162 crore GST returns filed since implementation, each requiring professional preparation or review for most businesses.
Professional services sector response was immediate and aggressive. In 2017-18, the Big Four expanded rapidly: Deloitte added 20 partners from KPMG to reach 75 tax advisory partners, EY deployed 125 partners in tax advisory, KPMG maintained 250 advisory partners with plans for 15-20 additions, and PwC operated 113 partners. By 2024-25, Big Four firms planned to hire 100,000 people collectively, with Deloitte targeting 40,000-50,000 new employees, PwC adding 30,000 over five years, and KPMG recruiting 20,000 over 2-3 years.
GST has fundamentally reshaped CA practice. Pre-GST, service tax applied only to the services sector; post-GST, indirect tax compliance affects virtually all businesses with turnover above â¹20 lakhs. Industry data indicates GST now represents 30-40% of practice revenue for many CA firms, compared to the relatively minor role of service tax previously. All 98,967 registered CA firms now offer GST services as standard.
Geographic concentration: the top 5 states account for 54% of collections
State-wise GST collection data for FY 2024-25 (till February 2025) reveals extreme geographic concentration:
| State | GST Collection | YoY Growth | % of Total |
The top 5 states alone account for 54% of national GST collections, indicating where the highest density of consulting demand exists. Fastest-growing states include Haryana (16%), Delhi (17%), and Bihar (16%), suggesting emerging markets for consultant expansion.
Taxpayer distribution by state (July 2020 data) shows Maharashtra leading with 1.56 million taxpayers (12.6%), followed by Tamil Nadu (~1.1 million, 8.9%), Uttar Pradesh (~1.05 million, 8.5%), Gujarat (~1.0 million, 8.1%), and Karnataka (~950,000, 7.7%). These concentrations correlate directly with economic activity: Maharashtra hosts financial services and manufacturing hubs in Mumbai and Pune, Karnataka centers IT services in Bangalore, Gujarat dominates manufacturing and chemicals in Ahmedabad and Surat, Tamil Nadu leads in automobiles and textiles around Chennai, and Haryana benefits from the Gurugram-Delhi NCR corporate cluster.
Metropolitan concentration is pronounced. Tier-1 citiesâMumbai, Bangalore, Delhi-NCR, Chennai, Ahmedabad, Pune, Hyderabadâhost the vast majority of Big Four offices, mid-sized consultancies, and leading CA firms. However, 15% of new Global Capability Center (GCC) mandates shifted to Tier-2 cities in 2023-25, with Pune, Ahmedabad, and Chandigarh seeing increased GST consultant presence driven by cost arbitrage.
Regional practice characteristics differ significantly. North India is projected to capture the largest accounting software market share by 2030 with hubs in Delhi, Gurugram, Noida, and Chandigarh. West India, particularly Mumbai and Gujarat, focuses on manufacturing and trading. South India concentrates on IT services (Karnataka, Telangana) and automobile manufacturing (Tamil Nadu) with strong compliance culture. East and Central India represent smaller but growing markets, with Kolkata, Jharkhand, and Odisha showing steady development.
Key growth drivers: complexity, formalization, and digitalization
Regulatory complexity remains the primary demand driver. GST features multiple tax slabs (0%, 5%, 12%, 18%, 28%, plus cess), frequent rate changes and amendments, e-invoicing mandates (extended to â¹5 crore+ businesses in January 2025), Input Tax Credit reconciliation requirements, and the dual CGST/SGST/IGST structure. Compliance obligations include monthly/quarterly returns (GSTR-1, GSTR-3B), annual returns and reconciliation statements (GSTR-9, GSTR-9C), e-way bill generation, and Reverse Charge Mechanism compliance.
Economic formalisation accelerated dramatically post-GST. The 50% increase in indirect taxpayers in the first year, adding 3.4 million registrants, demonstrates the shift from informal to formal economy. 1.7 million voluntary registrations by sub-threshold businesses seeking Input Tax Credit benefits further indicates formalization incentives. Current estimates suggest 31% formal payroll under social security definitions, 53% under GST net definitions, with 13% of estimated 71 million non-agriculture enterprises now registered under GST.
Digital transformation creates continuous consulting demand. The end-to-end digital GST system (GSTN platform), e-invoicing, e-way bills, automated return filing, AI/ML-based analytics, and biometric Aadhaar authentication require professional implementation support. Technology consulting commands 51.63% of the accounting professional services market, covering ERP migration, GST software integration, cloud-based accounting solutions, and cybersecurity advisory.
Inter-state trade facilitation expanded significantly. India’s internal trade in goods and services represents approximately 60% of GDP, with inter-state trade volumes significantly exceeding pre-GST estimates. The unified national market eliminates state border checks, reduces logistics costs and transit times, but requires multi-state registration support, place of supply determination, IGST vs. CGST/SGST optimization, and supply chain restructuringâall consultant-intensive activities.
SME and startup growth drives middle-market consulting. Threshold-exempt businesses increasingly opt for voluntary registration, startups require GST compliance from inception, and government initiatives (Startup India, Make in India) accelerate business formation. India’s digital economy is projected to reach $1 trillion by 2025, creating continuous demand for registration, initial compliance, tax planning, software selection, and training services.
Global Capability Centers (GCCs) and MNCs represent the high-value consulting segment. India hosts 1,580 GCCs (FY 2023) generating $46 billion in exports, projected to reach $110 billion by 2030, with 24 centers exceeding $1 billion revenue in FY 2024. These require sophisticated services: “capability-center-as-a-service” models, transfer pricing and GST integration, dual compliance (India plus home country), and shared services accounting.
Government enforcement intensification creates defensive consulting demand. Data analytics and AI for tax evasion detection, fake Input Tax Credit and shell company crackdowns, registration suspensions/cancellations, mandatory e-invoicing expansion, and integration with ICEGATE (customs) and FASTag (logistics) drive demand for compliance audits, GST litigation and dispute resolution, voluntary disclosure and rectification, and representation before authorities.
Future outlook: 8-11% CAGR through 2030 with technology disruption
Market growth projections remain robust across multiple segments. The India accounting professional services market is forecast at 8.5% CAGR through 2030, with GST reconciliation software growing at 15% CAGR and technology consulting for GST at 8.41% CAGR. GST collections are projected to reach â¹22+ lakh crore in FY 2025-26 with monthly averages of â¹1.8-2.0 lakh crore and continued 7-10% annual growth.
Emerging opportunities include GST 2.0 reforms (proposed rate rationalization merging 12% and 18% slabs, simplified return filing systems, enhanced automation and AI integration, expanded product coverage), new service areas (ESG and sustainability reporting integration, blockchain for GST compliance, predictive analytics for tax planning, cross-border e-commerce taxation), and geographic expansion into Tier-2/Tier-3 cities with rural formalization initiatives and regional language support services.
Challenges ahead include market saturation risk from cloud-based DIY software (Tally, Zoho, QuickBooks) priced under â¹12/month, commoditization of routine compliance services, and price pressure on low-complexity assignments. Talent requirements demand tech-savvy tax professionals, continuous training on regulatory changes, and multi-disciplinary skills combining tax, IT, and data analytics. Regulatory uncertainty from frequent policy changes, state-level implementation variations, and litigation backlogs creates planning difficulties.
Technology disruption potential is significant. In 2024, 44% surge in remote consulting occurred with 58% of advisory interactions now virtual. 21% of firms are integrating AI for GST compliance automation. The accounting software market shows rapid cloud adoption, with North India projected to lead market share by 2030 due to increased IT spending. Quick commerce and e-commerce are driving indirect tax complexity, requiring sophisticated technology solutions.
Professional supply constraints may emerge. To reach ICAI’s target of 30 lakh (3 million) CAs by 2047, the institute needs 130,000 new qualifications annuallyâmore than four times the current rate of 31,000-32,000. Current growth of 7-8% annually is insufficient, suggesting either supply constraints will limit formal consulting capacity or alternative professional pathways (Company Secretaries, Cost Accountants, specialized GST certifications) will fill the gap.
Conclusion: a massive sector operating in statistical shadows
India’s GST consulting sector represents a $7+ billion industry employing approximately 1.3 million professionals (formal and informal) serving 15.2 million taxpayers, yet remarkably lacks official government enumeration. The absence of published statistics on registered GST Practitioners despite a formal regulatory framework represents a significant data gap in understanding India’s professional services economy.
What we know with confidence: 159,557 Chartered Accountants hold Certificates of Practice (February 2025) and most provide GST services through 98,967 registered firms. The Big Four generate approximately $5.4 billion annually (FY25 expected) with sustained 20%+ growth. ICAI delivered 1,432 GST-focused CPE programs in 2023-24 alone, trained over 2,000 government officers, and conducted 160+ Certificate Course batches since 2017. GST taxpayer registrations grew 19x from 780,000 (July 2017) to 15.2 million (May 2025), while collections increased 173% from â¹7.4 lakh crore (2017-18) to â¹20.2 lakh crore (2023-24).
What we estimate with reasonable confidence: Total consulting professionals number 1.3 million (2017 industry projection remains relevant), split between 400,000-450,000 formal practitioners (CAs, Big Four, organized firms) and 700,000-900,000 informal consultants serving smaller businesses. The market grew 18% from 2016-2018 during GST implementation and continues at 8-11% CAGR. Geographic concentration mirrors economic activity, with top 5 states (Maharashtra, Karnataka, Gujarat, Tamil Nadu, Haryana) accounting for 54% of collections.
Critical data gaps persist: exact numbers of registered GST Practitioners, state-wise practitioner distribution, NACIN exam participation and pass rates, formal vs. informal market segmentation, year-by-year historical practitioner growth, and revenue contribution by consulting category (compliance vs. advisory vs. litigation). These gaps prevent precise workforce planning, educational program design, or regulatory policy optimization.
The sector’s evolution follows four distinct phases: implementation chaos with massive consultant hiring (2017-2019), COVID disruption accelerating digitalization (2020-2021), stabilization with technology integration and compliance maturity (2022-2024), and the emerging GST 2.0 era featuring AI/ML adoption, advisory-led services, and Tier-2 expansion (2025+). Each phase has reshaped professional requirements and market structure.
For businesses, this research confirms both opportunity and uncertainty: demand for GST services remains strong and growing, supported by regulatory complexity, economic formalization, and digital transformation imperatives. However, commoditization threatens routine compliance services as DIY software improves, while high-value advisory work requires increasingly sophisticated multi-disciplinary capabilities. The informal sector serves a critical market function but operates with minimal visibility, quality standards, or professional accountability.
For policymakers, the data gap is problematic. Without accurate practitioner counts, authorities cannot effectively plan capacity building initiatives, assess service quality and coverage, identify underserved geographic areas, or evaluate whether professional supply meets compliance demand. The contrast between meticulous GST revenue tracking and complete absence of practitioner statistics suggests a policy blind spot.
Obtaining reliable data would require: filing RTI (Right to Information) applications with GSTN, CBIC, and NACIN; searching Lok Sabha/Rajya Sabha parliamentary question databases; conducting comprehensive ICAI member surveys on practice areas; analyzing individual state GST department registries; or commissioning primary research through market surveys. Until such efforts occur, India’s GST consulting sector remains statistically invisible despite its critical role in the country’s tax administration infrastructure.
Image Source – Despite eight years since GST implementation, no official government statistics exist on registered GST Practitioners, even though the legal framework and registration process are well-established. However, industry data reveals approximately 1.3 million tax professionals (formal and informal) now serve India’s 15.2 million GST taxpayers, with the consulting market estimated at $7+ billion annually. The sector is dominated
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In law, sometimes simple terms can have complicated meanings. The term “motor vehicle” is an example. Although it may seem obvious, it is not always clear what counts as a motor vehicle. It is important to understand the legal definition of a motor vehicle because operation of a motor vehicle is an essential element of many crimes.
What is a motor vehicle?
A motor vehicle is a vehicle constructed and designed for propulsion by some form of power other than muscular power.
This definition comes from Massachusetts General Laws Chapter 90, Section 1. It applies to all motor vehicle crimes found in Chapter 90 of the General Laws. Some of the offenses include:
All operating under the influence of alcohol or drugs crimes
Failure to have an ignition interlock device
Leaving the scene of an accident
Homicide by motor vehicle
Operating a motor vehicle negligently
Illegal racing
Reckless operation of a motor vehicle
Attaching wrong plates to conceal identity
Disabling an ignition interlock device
Operating a motor vehicle after suspension of license
Operating an uninsured motor vehicle
Operating a motor vehicle without a license
Using a motor vehicle without authority
A motor vehicle also includes any vehicle determined to be a motor vehicle by the Registry of Motor Vehicles before the offense was committed. Additionally, if a vehicle is being pulled or towed by another motor vehicle, it is still a motor vehicle.
What does NOT count as a motor vehicle?
The definition of a motor vehicle in Chapter 90, Section 1 excludes several types of vehicles. The list includes:
Railroad cars and other vehicles that run only on rails or tracks
Wheelchairs owned and operated by disabled people
Vehicles operated or guided by a person on foot
Vehicles used for purposes other than transporting property, cannot exceed 12 miles per hour, and are used exclusively for building or maintaining highways or are designed to be used other than traveling on the traveled part of ways
Is a “motorized bicycle” or “motorized scooter” a motor vehicle?
The answer is it depends on the crime.
First, both of these terms have legal definitions.
A motorized bicycle is a pedal bicycle that has a helper motor or a non-pedal bicycle that has a motor with a cylinder capacity of not more than 50 cubic centimeters, an automatic transmission, and a maximum speed of no more than 30 miles per hour. A motorized bike is NOT the same as an electric bike. You need a valid driver’s license to operate a motorized bike.
A motorized scooter is any two-wheeled tandem or three-wheeled device that has handlebars, is designed to be stood on or sat upon by the operator, and is powered by an electric or gas motor that can propel the device with or without human assistance. A motorized scooter does not include a motorcycle, a motorized bicycle, an electric bicycle, or a three-wheeled motorized wheelchair. You need a valid driver’s license to operate a motorized scooter.
A motorized bike or scooter is a motor vehicle if the crime regulates the way in which a vehicle is operated. If the crime does NOT regulate the way in which a vehicle is operated, they are not considered motor vehicles.
Crimes regulating the way in which a vehicle is operated include:
Operating under the influence of alcohol and drugs
Failure to have an ignition interlock device
Leaving the scene of an accident
Homicide by motor vehicle
Operating a motor vehicle negligently
Illegal racing
Operating a motor vehicle recklessly
Crimes that do NOT regulate the way in which a vehicle is operated include:
Attaching wrong plates to conceal identity
Disabling an ignition interlock device
Operating after suspension of license
Operating an uninsured motor vehicle
Operating without being licensed
Using a motor vehicle without authority
Is a “recreation vehicle” or “snow vehicle” a motor vehicle?
Yes, they are motor vehicles if operated on a public way.
Both of these terms have legal definitions.
A recreation vehicle is any motor vehicle designed or modified for use over unimproved terrain for recreation or pleasure when not being operated on a public way. Examples include ATVs, off-highway motorcycles, and dirt bikes.
A snow vehicle is a motor vehicle that is designed to travel over ice or snow, has a curb weight of not more than 1,000 pounds, is driven by track or tracks in contact with the snow or ice, and is steered by a ski or skis in contact with the snow or ice.
A public way is a street or highway open to the public and is controlled and maintained by some level of government. Click here for more information on public ways.
Is a “motorcycle” a motor vehicle?
Yes, a motorcycle is a motor vehicle. The legal definition of a motorcycle is a motor vehicle that has a seat or saddle for the rider and is designed to travel with one, two, or three wheels in contact with the ground.
A bicycle with a motor or driving wheel attached counts as a motorcycle. A golf cart does not. Industrial three-wheeled trucks also do not count. Neither does a motor vehicle on which the operator and passenger ride within an enclosed cab. A motorized bicycle is also excluded from the definition.
Why is it important to understand the legal definition of a motor vehicle?
If you are charged with a crime, the Commonwealth must prove each element of the offense beyond a reasonable doubt. For motor vehicle crimes, this includes that the accused was operating a motor vehicle. Since this term is so technical, it is important that you contact an experienced criminal defense attorney for legal advice on whether the involved vehicle meets the legal definition of a motor vehicle for your particular situation.
IF YOU OR A LOVED ONE HAVE BEEN CHARGED WITH A MOTOR VEHICLE CRIME, AND YOU NEED AN EXPERIENCED CRIMINAL DEFENSE LAWYER WORKING ON YOUR SIDE TO PROTECT YOUR RIGHTS, PLEASE CONTACT CRIMINAL DEFENSE ATTORNEY WILLIAM J. BARABINO.
CALL 781-393-5900 TO LEARN MORE ABOUT YOUR AVAILABLE DEFENSES.
In law, sometimes simple terms can have complicated meanings. The term “motor vehicle” is an example. Although it may seem obvious, it is not always clear what counts as a motor vehicle. It is important to understand the legal definition of a motor vehicle because operation of a motor vehicle is an essential element of many crimes. What is a
In Massachusetts, a hoax device is a mechanism that resembles a bomb or other similar explosive weapon. It does not actually explode but resembles a real explosive device.
What makes a device a “hoax” device?
A device is a “hoax” device if:
It is actually inoperable
It would appear to a reasonable person to be:
An explosive
A destructive or incendiary device or substance
A chemical weapon
A biological weapon
A nuclear weapon
What is the crime of possession, use, or placement of a hoax device?
It is illegal in Massachusetts to possess, use, or place a hoax device. The offense is criminalized in Massachusetts General Laws Chapter 266, Section 102(b).
There are four parts, or elements, to the crime. The Commonwealth must prove each beyond a reasonable doubt:
Possession, use, or placement (or causing another to do so)
Hoax device
Intent to cause anxiety, unrest, fear, or personal discomfort to another
No lawful authority
What is possession?
Possession means more than just physically controlling an item. For example, you possess a cell phone if you place it in your pocket.
So in summary, the “formula” for possession is:
Possession = Knowledge + Ability to Control + Intent to Control
There is one exception to this called joint possession. The law considers a person to be in possession of an item that jointly own or share with another person. For example, it is likely that a husband and wife jointly possess a car if the title is in both of their names. This would likely be true even if the car is only driven regularly by one of them.
What are the definitions of the other terms in the statute?
Statutes sometimes provide definitions of words used in laws criminalizing behavior. For this crime, Massachusetts General Laws Chapter 266, Section 101 provides definitions of these words:
Explosive: any element, compound, or mixture manufactured, designed, or used to produce an explosion that would cause physical harm to persons or property.
Destructive or incendiary device or substance: an explosive, article, or device designed to cause physical harm to persons or property by means of fire, explosion, or detonation and consisting of substance capable of being ignited
Chemical weapon: a toxic chemical or substance, or ammunition or a device, designed to cause death or bodily harm by means of the release of a toxic chemical or substance
Biological weapon: a weapon specifically prepared to cause: death, disease, or other biological malfunction in any living organism; deterioration of food, water, equipment supplies or material of any kind; or negative alteration of the environment
Nuclear weapon: a device designed for the purpose of causing bodily injury or death through the release of radiation or radiological material either through nuclear fission or any other energy source
Is possession, use, or placement of a hoax device a felony or a misdemeanor?
The crime of possession, use, or placement of a hoax device is a felony. In Massachusetts, a felony is a crime punishable by a state prison term. All other crimes are misdemeanors.
Does this crime have a mandatory minimum?
No, possession, use, or placement of a hoax device does not carry a mandatory minimum. A mandatory minimum sentence is a sentence a judge is required by law to impose.
What is the punishment for this crime?
A person convicted of possession, use, or placement of a hoax device can be sentenced to:
Up to 2.5 years in the House of Corrections
Up to 5 years in state prison
A fine of up to $10,000
A combination of committed time and a fine
What are defenses to possession, use, or placement of a hoax device?
If you are charged or indicted with possession, use, or placement of a hoax device, you should contact an experienced criminal defense attorney right away.
There may be defenses to this crime. Here are some:
You never used, possessed, or placed the device
The device was not actually a hoax device
The device never caused anyone fear or harm
You had lawful authority to use the device
IF YOU OR A LOVED ONE HAVE BEEN CHARGED WITH A FELONY, AND YOU NEED AN EXPERIENCED CRIMINAL DEFENSE LAWYER WORKING ON YOUR SIDE TO PROTECT YOUR RIGHTS, PLEASE CONTACT CRIMINAL DEFENSE ATTORNEY WILLIAM J. BARABINO.
CALL 781-393-5900 TO LEARN MORE ABOUT YOUR AVAILABLE DEFENSES.
What is a hoax device? In Massachusetts, a hoax device is a mechanism that resembles a bomb or other similar explosive weapon. It does not actually explode but resembles a real explosive device. What makes a device a “hoax” device? A device is a “hoax” device if: It is actually inoperable It would appear to a reasonable person to be:
AI is not just moving fast but changing shape. You will not find SaaS platforms just offering handy tools that help users click through the task. What seemed futuristic is in the market now. What we are talking about now is agentic AI systems that set goals, make decisions, and act with minimal human oversight.
For instance, it was found by the Irish Data Protection Commission in November 2023 that Microsoft Ireland breached Articles 12 and 17 of the GDPR. Why? They mishandled erasure requests properly and failed to inform complainants of their right to a judicial remedy. If giants like Microsoft can miss on complying with something as fundamental as consent, erasure, and transparency, then this is a wake-up call for every platform building or deploying AI
Yet, enthusiasm is hard to miss. In a survey conducted by PwC in 2025, it was found that about seventy-three per cent of executives believe that AI agents are going to give them tough competition in the coming years. And not to miss, about fifty-seven per cent are already experimenting with the in customer service, sales, and IT. But where does the issue lie? Many companies are racing without a clear framework.
This autonomy in AI promises speed, creativity, and scale, yet heightens legal exposure around consent, profiling, fairness, and oversight. As laws like the GDPR, CPRA (California), and India’s Digital Personal Data Protection Act, 2023 begin to intersect with agentic AI’s capabilities, one question becomes urgent: are today’s laws enough? And more practically, what compliance frameworks can SaaS platforms adopt now to stay ahead?
Regulatory landscape
The rise of Agentic AI across SaaS platforms has created a real gap between technology and the law. The speed of regulatory reforms is not matching the autonomy of AI. Yes, we do have frameworks that offer some guidance. But things get blurry very quickly when it comes to self-learning and decision-making systems.
General Data Protection Regulation (GDPR)
Let’s start with GDPR, because when we talk about AI-driven decision-making, it is still the gold standard. Starting with Article 5, which mandates principles like transparency and data minimisation. The basic need, like a lawful consent, is laid down by Article 6. But the real game-changer is Article 22. This gives the right not to be subject to decisions made solely by automated processing if those decisions have a significant effect.
This provision was central in SCHUFA (C-634/21, CJEU, 2023), the court ruled that automatically generated credit scores constitute “automated individual decision-making” under GDPR Article 22 when third parties rely on them for contractual decisions. This highlights the need for transparency and safeguards in automated decision processes affecting individuals’ legal rights. Similarly, in Dun & Bradstreet Austria GmbH (C-203/22, CJEU, 2025), the court clarified that companies must provide “meaningful information” about the logic of automated assessments under Article 15, even when trade secrets are invoked. For SaaS firms deploying agentic AI, these rulings confirm that opacity in decision-making is a legal liability, not just a reputational one.
California Privacy Rights Act (CPRA)
California’s CPRA gives consumers the right to opt out of automated profiling where it impacts areas like employment or housing. Enforcement is also tightening. In 2022, Sephora was fined US$1.2 million under CCPA for failing to honour global privacy control signals. While not directly about AI, the case underscores regulators’ seriousness about data rights, which will extend to autonomous AI profiling as CPRA’s rule-making on Automated Decision-Making Technology (ADMT) advances.
India’s Digital Personal Data Protection Act, 2023
And then we have the DPDP Act of India, A very consent-centric law. It provides that people must know why their data is being collected (Article 5). With regard to consent, it provides that the consent must be free, informed and specific (Article 6). It also put responsibilities on the companies (or “data fiduciaries”) around security, accuracy and grievance redressal.
But something is missing. What?
The law does not have explicit rules on automated decision-making or profiling, unlike GDPR or CRPA. This creates a grey zone for SaaS providers in India, raising compliance uncertainty.
Agentic AI use-cases in SaaS & associated risks
With the ability to make decisions on its own, Agentic AI is popping up everywhere on SaaS platforms. This may look like a huge win: faster workflow, smarter insights and fewer manual processes.
But there is a flip side. What?
The more the system is autonomous, the bigger the privacy and compliance headaches. Let’s see some examples.
EdTech: GoGuardian Beacon
An AI-driven student safety platform, GoGuardian Beacon, is used by over 10,000 schools and monitors about 25 million students across the US. It analyses online activities to detect and prevent bullying, self-harm and catch other distress indicators. Since its launch in 2020, it has prevented about 18,623 students from physical harm.
But critics have something else to say. They claim that there is a lack of transparency in this system, which often works with explicit consent from students and parents.
In fact, this is more dangerous for the LGBTQ+ students, as this could unintentionally expose their highly personal data.
CRM platforms: Obsidian security’s oversight on AI tools
Corporations are plugging GenAI tools into their CRM platforms. But Obsidian Security has flagged pretty serious risks. What risks are we talking about? These tools run with little to no oversight. It can tap into sensitive data without a proper guardrail. And this data may extend up to personal financial details and healthcare reports.
This issue gets worse because many CRM systems do not have a clear privacy policy and strong governance measures. And because of this, many big problems may occur.
If the real-time monitoring and strict controls do not come into place, then what started as a move to boost efficiency will turn into a costly liability.
E-commerce shopping agents and personalisation risks
Did you know that agentic-AI is deeply integrated into the operations of retail giants like Amazon and Walmart?
Approx thirty-five per cent of the revenue is driven by the product recommendations given by personalised engines of Amazon, which works as a quite powerhouse. The backend agent that a built on SageMaker is also handling the pricing model, managing fulfilment and customer segmentation.
Coming to Walmart, its Luminate platform uses AI agent to manage restocking and personalise the shopping experience in real time.
But the concerning part is that customers are often not informed of how and why their data is being used. So many times, they are unaware that they are being monitored. This raises concerns regarding some dangers that occur because of this invisible personalisation, like profiling, tracking and segmentation of people without consent.
The problem is not agentic AI itslef, but the way it is governed. To determine whether it is a powerful asset or a liability, three factors are responsible: consent, culture and communication.
SaaS platforms, when skipping consent checks, neglect explainability or blur data boundaries, risk compliance failure and lose user trust. Every autonomous agent needs a guardrail, designed around this purpose, the type of data it touches and the impact it has on people.
Compliance framework: a risk-based approach
It is quite clear from the examples that the real problem is launching AI without thinking through the risks. Compliance is about giving innovation a backbone with structure and accountability. That is why a risk-based mindset is a must.
Data Protection Impact Assessments (DPIAs)
A DPIA is basically a privacy health check that helps to spot risks before any AI tool launches. Especially those that interact with personal and behavioural data. Skipping it would be a trouble.
Let me take you through a case that happened in 2020, where Vodafone was fined by the Italian Data Protection Authority for about 12.25 million Euros.
But what did it do?
It launched an AI-powered marketing campaign without conducting a DPIA. It also overlooked the consent, data handling and opt-out options, and guess what? They paid the price.
What is the smarter approach? You should not ask if you need a DPIA. Ask why one is not on the table?
Giants like Microsoft even say it is a good practice, even when not legally required. In fact, the regulators in the Gulf are starting to make them mandatory for high-risk AI.
From policy to practice
Of course, even on paper, audits go so far. These AI systems need to be built with guardrails. Let’s see one vulnerability case of Slack that happened in August 2024. A security researcher disclosed a vulnerability in the AI toolset. It was shown how a prompt injection could trick its AI into phishing employees and exposing their sensitive data.
And here is where red teaming and audit trails come into play. Red teaming is stress-testing AI before launch and an audit trail is logging every action for accountability. Hence, the message is clear: compliance is not an afterthought but a part of building a trustworthy AI system from day one.
Policy and governance measures: building trustworthy AI
Good engineering controls are important, but if there is no accountability, then they will not go very far. Hence, governance is not an option, but it works as the foundation of trust of people in AI.
The role of data protection officers and ai ethics governance
GDPR mandates those companies handling a large amount of personal and sensitive data to appoint a Data Protection Officer (DPO) under Article 35. But companies are moving a step further. To keep ethical oversight front and centre, companies are appointing an AI ethics officer or setting up responsible AI councils, since AI make more complex and high-impact decisions.
Leading companies in AI governance
Microsoft
Microsoft has embedded Responsible AI leads in their production teams. They collaborate with the Office of Responsible AI to flag risks, address ethical concerns and keep compliance on track.
Salesforce
Salesforce rolled out a tiered AI governance framework that includes “red flags” review boards to check and prevent AI-related risks.
Zoom
Zoom has launched an AI companion with granular admin controls to tackle unauthorised AI tools. This allows businesses to check who uses AI and how.
SAP
SAP took a multi-layered approach, combining an AI Ethics Advisory panel, an AI Ethics Office and an AI Ethics Board. These all worked together to ensure comprehensive oversight of AI initiatives.
Why does it matter?
These measures bridge the gap between the deployment of AI and staying accountable. No doubt, appointing a DPO meets legal obligations, but appointing an AI Ethics Officer reflects strategic foresight.
Governance is not just a safeguard, but it is a driver of responsible innovation when legal, engineering and product teams collaborate early.
The path ahead: preparing for future scrutiny
Privacy issues in agentic AI are not just a prediction; it is already happening. We are seeing these real risks play out, happening from classrooms to hospitals to customer service desks. This means clear rules and strong oversight are no longer options, specifically in sensitive cases where the impact on people’s lives is highest.
EU AI Act: a new regulatory landscape
The EU Artificial Intelligence Act came into effect on 2nd of August 2024. It has categorised AI tools such as customer support chatbots or software that detects emotions as “high risk” (Article 6(2) and Annex III).
If any SaaS company uses such tools without proper checks and human oversight, from 2nd August 2026. In that case, it will be fined up to thirty-five million Euros or seven per cent of their global revenue, whichever is higher.
The message is simple: if any decision made by AI affects the jobs, well-being and opportunities, then it is your duty to explain how it works and why. These are not just restrictions but also give a new baseline for building digital trust.
India’s DPDPA: emerging oversight
India is not behind and is moving in the same direction with the DPDP Act 2023. We are expecting detailed rules and regulations by the Ministry of Electronics and Information Technology by 28th September 2025. The earlier draft released in January 2025 already calls for explicit consent, clear notices, quicker breach reporting, and shorter data retention periods. However, the Act does not yet tackle automated decision-making head-on. But this helps build a platform for tighter AI regulation in finance, healthcare and edtech.
Strategic implications for SaaS providers
Now, it is high time for SaaS providers to stop seeing the EU as normal and regional rules, but should now start using and treating them as the global norms. It is always seen that when the rules and regulations are strict, then the platforms remain well-structured and won’t fall into any trouble.
Conclusion
The pattern of work in the SaaS platform has changed since Agentic AI came. Now it not only does what it has been instructed to do, but it can automatically run the workflows, talk to the users directly and make decisions. This is a reason why data privacy cannot be just ignored or taken lightly for compliance. The data privacy is embedded in the platform from the beginning.
We’ve already seen real risks in practice: CRM tools wrongly tagging personal data, learning platforms tracking students without asking, and customer churn models making unclear automated choices. Big cases with Microsoft, Zoom, and WhatsApp show that poor oversight can lead to legal trouble and damage a company’s reputation. On the other hand, platforms that use tools like risk assessments (DPIAs), red-teaming, audit logs, and clear AI governance show that following compliance rules can actually help drive safe innovation.
The focus now is not on whether regulation is needed; it is on how proactively SaaS providers prepare. With the EU AI Act setting a global benchmark and India’s DPDP rules evolving rapidly, platforms must embed accountability into their products.
It is the time that you check your AI systems. Also, ensure that transparency and privacy are embedded in it in every step and use the AI as a power, not as something which gives you doubt to think again.
Image Source : This article is written by the iPleaders team. Introduction AI is not just moving fast but changing shape. You will not find SaaS platforms just offering handy tools that help users click through the task. What seemed futuristic is in the market now. What we are talking about now is agentic AI systems that set goals, make
Stalking is a crime that is often discussed. There are different types of stalking. One type is stalking someone who already has a restraining order against you.
What is a protection (restraining) order?
A protection order, or restraining order, is a court order that protects a person by requiring someone else to do or not do certain behavior, like not to harass or abuse them. There are different types of protection orders in Massachusetts. They cover different categories of relationships:
There are also temporary restraining orders, a very short-term injunction (court order) before trial in civil cases. A restraining order that lasts until trial is called a preliminary injunction. A restraining order that is permanent after trial in a civil case is called a permanent injunction.
Other states or countries issue protection orders. Massachusetts may recognize them as valid too.
What is stalking?
In Massachusetts, stalking has six elements, or requirements, that must be proven beyond a reasonable doubt:
The accused committed three or more acts.
The accused intended to target the alleged victim with each act.
The accused committed each act willfullyandmaliciously.
The acts, taken all together, caused the alleged victim to be seriously alarmed.
The acts, taken all together, would cause a reasonable person to suffer substantial emotional distress.
The accused threated the alleged victim with the intention of placing the alleged victim in imminent fear of death or bodily injury and the alleged victim’s fear was reasonable.
What is stalking in violation of a protection order?
The crime of stalking in violation of a protection order is stalking plus violation of a protection order. This means proving the six requirements of stalking beyond a reasonable doubt plus that the accused knowingly violated a protection order.
What counts as an act for stalking?
The first requirement of stalking is proof beyond a reasonable doubt that the accused committed three or more acts. The acts must be:
Separate and distinct
Separated by at least a brief period of time
A “brief period of time” is not a specific interval of time.
An act can be:
Speech
Conduct
Speech and conduct
If the act is speech, the Commonwealth is required to prove beyond a reasonable doubt that the speech was not protected by the First Amendment. There are two categories of speech not protected by the First Amendment:
True threats
Fighting words
A true threat is a threat that either:
Threatens imminent physical harm to the alleged victim
Was intended to cause the alleged victim to fear physical harm at that time or the future
Here are some examples of speech that would likely be a true threat:
“I’ll kill you right here, right now, if you say another word to him.”
“If you come by the apartment again, you’ll be leaving on crutches.”
Fighting words are face-to-face personal insults that are so abusive to the other person they are likely to provoke a violent reaction.
Here are examples of speech that would likely be fighting words:
“You’re a loser and you’re going to amount to nothing in life.”
“I’ve never seen an uglier face in my life.”
What does it mean to act willfully and maliciously?
In law, to do something willfully means to do it intentionally and by design. Willful conduct is not conduct that is by mistake or accident. To do something maliciously means to do it intentionally and without justification or any mitigation. Any reasonable would have expected the conduct to result in harm before it took place.
The state must prove beyond a reasonable doubt that each alleged act of stalking was done both willfully and maliciously.
Does each act have to be seriously alarming?
No, each act of stalking does not have to be seriously alarming to the alleged victim. The conduct all together, or collectively, must be seriously alarming. Stalking requires proof that the alleged victim was seriously alarmed by the acts.
What is substantial emotional distress?
For stalking, substantial emotional distress means distress that is considerable, important, solid, and real. It is not subjective. It is objective. This means that a reasonable person would suffer distress as a result of the acts.
Conduct that causes an individual to subjectively feel they have suffered substantial emotional distress might not be objectively reasonable. Here is an example. Person A tells Person B that they are an “idiot” and says nothing more. Person B alleges that they suffered “substantial emotional distress” as a result of this comment. The comment is offensive, but a reasonable person would not likely view it as arising to substantial emotional distress. Although Person B might truly feel, from their own perspective, that they have suffered substantial emotional distress, their conclusion is not likely to be viewed as reasonable.
On the other hand, if Person A knew Person B had serious mental health difficulties and was suicidal, and Person A’s comment was instead that Person B is “an idiot who should kill himself” not only would likely cause Person B to feel they have suffered significant emotional distress but it would also likely be objectively reasonable to think that.
What does it mean to knowingly violate a protection order?
The final requirement for the crime of stalking in violation of a protection order is to prove that the order was knowinglyviolated by the accused. There are three requirements:
A protection order was issued.
The order was in effect on the date when the alleged acts occurred.
The accused knowingly violated the order by committing the alleged acts.
The state is required to prove each beyond a reasonable doubt.
To “knowingly” violate the order means either:
The accused received a copy of the order.
The accused learned of the pertinent terms of the order some other way.
If the threat is communicated to a third person, is it still a threat?
Yes, even if a threat is not communicated directly to the alleged victim, it could still be a threat. The threat is still a threat if the state proves beyond a reasonable doubt that the accused intended the threat to be conveyed to the alleged victim.
Here is an example. Person A tells Person B to tell Person C that Person A will kill Person C if he ever tries to come visit her again. Although Person A’s threat was not communicated directly to Person C, it is likely that Person A intended Person B to communicate the threat to Person C.
Does the method of communication matter?
The method of communication of the threat does not matter. It could be verbal, in writing, or electronically, such as by an email or text message.
Is stalking in violation of a protection order a felony or a misdemeanor?
Stalking in violation of a protection order is a felony. In Massachusetts, the difference between a felony and a misdemeanor is a felony is punishable by a state prison term. A person cannot be sentenced to a state prison term if they are only convicted of a misdemeanor.
What is the punishment for stalking in violation of a protection order?
There is a mandatory minimum sentence for stalking in violation of a restraining order. A person convicted of the offense must serve at least a one-year state prison term. The maximum they could be required to serve is five years in state prison.
The law punishing this crime states that no person can be released on probation or parole or receive a good behavior sentence reduction until the minimum mandatory has been served.
IF YOU OR A LOVED ONE HAVE BEEN CHARGED STALKING AND/OR VIOLATION OF A PROTECTION ORDER, AND YOU NEED AN EXPERIENCED CRIMINAL DEFENSE LAWYER WORKING ON YOUR SIDE TO PROTECT YOUR RIGHTS, PLEASE CONTACT CRIMINAL DEFENSE ATTORNEY WILLIAM J. BARABINO.
CALL 781-393-5900 TO LEARN MORE ABOUT YOUR AVAILABLE DEFENSES.
Stalking is a crime that is often discussed. There are different types of stalking. One type is stalking someone who already has a restraining order against you. What is a protection (restraining) order? A protection order, or restraining order, is a court order that protects a person by requiring someone else to do or not do certain behavior, like not