Real Masterminds vs Soft Targets: What ₹1,825 Crore GST Scam Teaches Us

Real Masterminds vs Soft Targets: What a ₹1,825 Crore GST Export Scam and the Sanghani Bail Case Teach Us

The recent arrest of Kapil Chugh, alleged mastermind of a ₹1,825 crore GST refund fraud, shows how far GST crime can go when the system’s controls fail. At the same time, decisions like Rohitkumar Parsotambhai Sanghani v. State of Gujarat & Anr. from the Gujarat High Court remind us that courts are not ready to accept the department’s habit of treating every advocate or accountant as a criminal merely because they filed a return.

Put simply: in the big scam, the system was slow and weak; in many small cases, the system is fast and harsh. This is not healthy for a tax system or for a country that claims to follow rule of law.

This article compares these two lines – the export refund scandal and the Sanghani‑type bail jurisprudence – to show what real masterminds look like under GST fraud, how courts distinguish them from mere compliance professionals, and how the department’s misuse of powers under sections 69, 70 and 74 is hurting honest taxpayers.

1. The ₹1,825 crore export refund fraud – a real “mastermind” case

Official press releases and media reports describe the basic structure:

• The DGGI, Ahmedabad Zonal Unit, arrested Kapil Chugh at IGI Airport, Delhi, when he returned from Dubai on 19 April 2026.
• He allegedly controlled a network that created dummy firms using borrowed KYC documents and misused GST registration.
• Fake purchase invoices were raised, particularly for high‑value tobacco products, with no real movement of goods, to build up ineligible ITC.
• These invoices were layered through multiple middle companies to hide the trail and then concentrated in a few exporter entities, many linked with Kandla SEZ (KASEZ).
• Zero‑rated export refund claims were filed under LUT on the basis of this bogus ITC, with fabricated export and transport documents; many exports were completely fake or heavily inflated.
• The entire operation – GST registration, invoice generation, banking, return filing, refund claims – was centrally controlled by the key accused and his close associates.
• Separately, he allegedly siphoned about ₹11 crore from Yes Bank by inflating turnover and is already facing CBI and SEBI proceedings in other financial crime cases.

Here, we see all the classic signs of a true mastermind:

• He set up the structure (dummy entities, SEZ front, banking channels).
• He controlled operations end‑to‑end, not just some clerical filings.
• He benefitted directly from the fraud (refunds and bank siphoning).
• He evaded investigation, ignored 22 summonses, and fled abroad until finally arrested at the airport.

For such a person, invocation of section 69 (arrest) and prosecution under section 132 is legally and morally justified. This is what these powers were designed for.

The real question is: if a single network can reach ₹1,825 crore in false refunds, why was he allowed to build such a structure for so long?

2. System failure: how did the fraud get so big?

CAG reports and refund audits have been warning about weak controls in GST refunds and registration for years. The same pattern appears again here.

(a) Loose registration and KYC

• New registrations, even in high‑risk sectors like tobacco and exports, were granted on the basis of documents uploaded online, with poor physical verification.
• Multiple firms using similar KYC data, common mobile numbers or email IDs were not effectively flagged or blocked at the system level.

(b) Poor verification of refund claims

CAG’s chapter on GST refunds noted that officers often:

• Did not properly reconcile refund claims with actual ITC in GSTR‑2A/2B and the credit ledger.
• Did not insist on strong evidence of real exports, including realisation of proceeds.
• Sanctioned refunds even where registrations were later cancelled.

When fake ITC and bogus exports pass through the system once or twice without any serious objection, the mastermind becomes bolder. Refund volumes increase and the fraud snowballs.

(c) Lack of coordination and accountability

• No early‑stage coordinated check between GST, Customs, SEZ authorities and banks; each department sees only its own small window.
• Internal instructions about red‑flag indicators and additional scrutiny for high‑risk refunds are not consistently followed.
• After such scams are exposed, field officers who cleared refunds without due diligence rarely face visible consequences, so the incentive to be careful remains weak.

In this environment, a determined fraudster with knowledge of law and systems can manufacture ITC and encash it through refunds for a long time. this is not possible if every link – officer and system – is doing its job seriously.

3. Sanghani and other bail cases – how courts separate masterminds from professionals

Now compare this with Rohitkumar Parsotambhai Sanghani v. State of Gujarat & Anr. decided on 2 March 2026.

In Sanghani:

• The applicant was an advocate and tax professional, accused of filing GST returns for non‑existent entities and thus allegedly participating in fake ITC transactions.
• Offences alleged: sections 132(1)(b) and 132(1)(c) CGST/GGST (wrongful availment/passing of ITC, bogus invoices etc.).

The Gujarat High Court did not simply say “fake ITC is serious, so no bail.” Instead, it analysed:

1. Nature of his role – The Court noted that his actions were mainly in the area of compliance (return filing, documentation) and that there was no strong material to show he managed bank accounts, controlled shell entities, or siphoned off money.

2. Evidence of masterminding or benefit – Even if he may have been careless or even negligent, the record did not prove that he was the main beneficiary or architect of the fraud scheme.

3. Stage of investigation – Charge‑sheet had already been filed, and further custodial interrogation was not shown to be necessary.

4. Bail principles in economic offences – Maximum punishment is up to five years; offences are compoundable; evidence is largely documentary; and the department has a civil recovery machinery under the Act.

On this basis, the Court granted regular bail, stressing that detention should not continue merely to send a message in GST cases.

Other rulings in the same spirit include:

• Akram Pasha v. DGGI (Karnataka HC, 2025) – anticipatory bail granted in a large alleged fake ITC case, with the Court emphasising that the case was based on documents and that arrest is not automatic.
• Various High Court and Supreme Court orders in tax and economic offences repeating that bail is the rule, jail is the exception, even in “serious” financial matters.

Together, these cases send a clear signal: courts will distinguish between masterminds like Chugh and professionals like Sanghani whose role is more clerical, unless there is clear proof of active conspiracy.

4. Misuse of section 69, 70 and 74 against genuine taxpayers

While big masterminds escape for years, at the ground level we see:

• Frequent use of section 70 summons to create pressure on small dealers and professionals.
• Threats of arrest under section 69 mainly to force “voluntary” payments, not because custodial interrogation is really needed.
• Wide use of section 74 (fraud, wilful misstatement) where the real dispute is interpretational or technical, not a true fraud case.

There is also the highly problematic practice of:

• Cancellation of registration with retrospective effect, often from the date of original registration, purely on suspicion of “bogus supplier” or “wrong ITC”.
• This breaks the ITC chain and allows the department to spread liability backward to all buyers, with tax, interest and penalty, even where buyers acted in good faith and had proper invoices.

High Courts have started to interfere:

• Allahabad HC judgments treating GST registration as linked to fundamental right to trade and setting aside retrospective cancellations done without reasons or hearing.
• Orders quashing adjudications where demand exceeds the show cause notice, wrong GSTIN is used, or service of notice is defective.
• Madras HC insisting on proper opportunity before denying ITC merely because suppliers are not traceable, especially for old years.

Despite these rulings, on the ground many officers still act on assumptions and imagination: ITC mismatch = fraud; non‑traceable supplier = collusion; professional on record = conspirator.

This is where your comparison with Income‑tax is important. Under Income‑tax Act too, there are arrest and prosecution sections, but historically:

• Action is taken after detailed investigation and clear evidence.
• Practitioners are not randomly threatened because they filed a return or appeared in hearing.
• Department focuses more on completed assessments and documentary tools than on arrests.

GST needs to move in that direction.

5. Human judgment vs blind trust in systems and AI

I have also raised a deeper worry: in a system where, portal data is full of errors, and where officers already do not apply their mind properly, blind dependence on AI tools will make things worse.

• AI and analytics can help detect patterns, but they only magnify whatever data and assumptions you feed into them.
• If registrations are loose and refunds are passed without proper verification, AI will only help you find the fraud after it has grown huge – not necessarily prevent it.
• If officers treat every system flag as proof of guilt and do not exercise human judgment, they will continue to hit soft targets (small dealers, visible professionals) while mastermind networks cleverly sit just below the AI radar.

Judgments like Sanghani are, in one sense, the judiciary’s reminder that law still expects a human mind to:

• Read facts,
• Understand roles,
• Distinguish between clerical help and criminal intent, and
• Protect liberty unless guilt is strongly supported by evidence.

Technology cannot replace this; it can only assist, and only if officers know the Act, Rules, notifications and case law.

6. What should change – for officers, professionals and taxpayers

For officers

• Use arrest powers only where clearly justified – cases like Chugh’s: central control, large magnitude, flight risk, multiple economic offences.
• Follow CBIC Instruction 02/2022‑23 in letter and spirit before every arrest – ask: is he mastermind or small cog? Is proof of mens rea strong? Is arrest necessary for investigation?
• In section 74 matters, do proper quantification, give full working, and base allegations on record, not only portal mismatches.

For professionals

• Document your limited role clearly. Engagement letters, emails, and written advice are your protection.
• Do basic KYC and risk checks before taking risky clients; do not become signature vendors.
• In summons and bail matters, always argue role‑based responsibility and rely on cases like Sanghani and Akram Pasha, plus the CBIC Instruction.

For taxpayers

• Keep books and records clean; insist on proper invoices and basic verification of suppliers.
• If you are dragged into a chain because of a later‑cancelled supplier, rely on procedural case law (wrong SCN, lack of hearing, retrospective cancellation) and fight on evidence.
• Don’t agree to “confessions” under pressure; facts must speak through documents.

Conclusion

The ₹1,825 crore export refund scam and the Sanghani bail judgment stand at two ends of the GST story. On one end, a genuine mastermind builds a multi‑layered, international racket with dummy firms, false exports and bogus ITC, and the system takes years to react. On the other end, an advocate whose role is largely in filing returns is arrested and has to come to the High Court to prove that he is not the kingpin.

Courts are starting to draw the correct line: punish the real architects of fraud, protect those whose role is merely compliance unless active conspiracy is proved. They are also repeatedly warning the department to follow procedure under sections 73/74, to issue proper show cause notices, to avoid arbitrary registration cancellations, and to respect basic principles of natural justice.

For the GST system to regain credibility, three changes are essential:

• Tighten controls where the money is big – registrations, refunds, SEZ exports, high‑risk sectors.
• Reduce harassment where the issue is small or technical – normal assessments, mismatches, genuine traders and professionals.
• Rely on trained human judgment first and on AI only as a tool, not as a substitute for mind and conscience.

Fraudsters who set up illegal networks and loot public revenue must be punished hard. But spreading that fear to every small taxpayer and every professional is not enforcement; it is injustice. Educating taxpayers, professionals and officers through such judgments and articles is one way to push the system toward balance.