Role-based AI risk drills for Indian IT teams building for EU clients
TL;DR Drillcourt trains the engineers, testers and project managers at Indian IT services firms and captive centres who build AI for European clients. Short drills built on real failure cases replace slide decks, and every learner leaves a record the client can audit. Delivery heads pay because EU contracts now ask for it.
Since 2 February 2025, the EU AI Act has required every provider and deployer of AI to make sure its staff have enough AI literacy[1]. The law covers firms outside the EU when their systems reach EU users[2]. Indian vendors sit squarely in that chain. Europe bought US$73.26 billion of India's software services in FY25, about 33% of the total[3].
In practice, clients push the duty down through contract clauses and vendor audits. Most Indian delivery teams meet that with a generic e-learning module, which ticks a box and that's about it. It does not teach a tester how to spot a biased training set, or a project manager when a feature tips into a high-risk use. At home, RBI's FREE-AI committee found that most regulated entities did not mention AI risk training for staff at all[4].
Drillcourt is a library of 20-to-40-minute drills, each built around one realistic failure - a CV screener that downgrades women, a chatbot that leaks customer data, a credit model nobody can explain. Learners work through the case in their own role. A developer fixes the data pipeline, a QA lead writes the test that would have caught it, and a delivery manager decides whether to escalate to the client.
Each completion produces a dated record mapped to the client's requirement, such as Article 4 literacy or an internal responsible-AI policy. Delivery heads can export these records straight into a vendor audit. A short risk-screening checklist comes with the training, so teams can flag a project for deeper legal review early. It does not replace that review.
I kept the seed's pairing of training and risk assessment, but narrowed the buyer to delivery units with EU exposure, because that's where the duty and the budget already exist.
Delivery staff do the drills and the delivery head or the firm's learning and development budget pays, often charged back to a client account. A comparable buyer pays for professional credentials such as a global privacy association's AI governance credential[5]. Generic AI courses on FutureSkills Prime are discounted and carry government incentives of up to ₹12,000[6], so Drillcourt must price per seat per year and justify itself through client-specific evidence, not content volume.
Article 4 has applied since February 2025, and most other AI Act provisions follow from around August 2026[2]. In August 2025, RBI's FREE-AI report asked banks and NBFCs to build AI skills from the board down over two to three years[4]. That opens a second, domestic buyer once the export wedge works.
Nobody publishes a figure for spending on AI literacy training in India. The narrowest signal is exposure. A third of software exports go to Europe[3], and the tech sector employs about 6 million people[3], a growing share of whom touch AI projects. Treat the export figure as a neighbour - it shows where the contracts are, not what anyone spends on training.
FutureSkills Prime, run by nasscom and MeitY, offers subsidised AI courses aimed at job skills rather than compliance evidence[6]. That privacy association's credential certifies individual governance professionals, not whole delivery teams[5]. Big AI governance platforms focus on registries and testing for the enterprise that owns the AI[7]. No one sells role-specific drills that produce audit records for Indian vendors.
| Difficulty | Moderate (32/100) |
| Starting capital | ₹40–75 L |
| Time to launch | 4–6 months |
The software is simple. Writing good cases is the hard part, because each drill needs a believable scenario, the correct regulatory hook and a review by someone who knows EU law. Selling into large IT firms is painfully slow, so your first deals will likely come from mid-sized vendors and captive centres.
No sector licence here. Corporate training needs no specific licence in India, so you start with the baseline and your clients' rules.
Building this outside India? The categories above usually have a local equivalent, so check with your own regulator.
Don't let AI give the legal answer inside a drill or decide whether a project is high-risk. That call needs a qualified lawyer.
Want to work out the AI layer for Drillcourt? Talk to Yash →
Here's what can go south -
I think this suits a founder who has run delivery or learning programmes in IT services and can open doors to delivery heads. If you're hoping to sell a content library to consumers then skip it. First prove that one EU client accepts Drillcourt records as evidence in a vendor audit.
Plan for roughly ₹40–75 L, mostly on writing and reviewing cases and on a long first sales cycle with IT firms.
It can be if you sell per seat per year to delivery units with EU contracts. Cheap generic courses already exist, so your margin depends on client-ready audit records, not content volume.
Yes. Article 4 applies to anyone whose AI reaches EU users, so vendors in many countries face the same duty. Check local data protection law for learner records.
The free Drillcourt validation kit has the line-by-line capital breakdown, the effort scoring, the rules checklist, a 14-day validation sprint with pass/fail targets, a 90-day launch plan, 10 interview questions for delivery heads, and 5 assumptions to test. Download the kit →
Thinking about building Drillcourt or something close to it? The make-or-break step is getting one European client to accept your training records in an audit, and I'm happy to help you plan that. If you need a hand, you know where to find me. Talk to Yash →
For illustration only. Names are fictional and ideas hypothetical; sourced facts are real but may be out of date. Nothing here is legal, financial or professional advice, and Yash Khatri is not personally liable for any use of it. Read the full disclaimer.