Secure-coding lessons built from your own team's scanner and pentest findings
TL;DR Fixlore plugs into the security scanners and pentest reports a software team already has, and turns each repeated flaw into a ten-minute lesson in that team's language and framework. Indian SaaS and fintech companies pay per developer. The pitch is simple enough - fewer repeat findings, at a fraction of global prices.
India has more than 17 million developers on the largest code-hosting platform, growing 28% a year[1], and few of them were ever taught secure coding. ISC2's 2026 India study ranks application security as the third most-needed skill, cited by 38% of teams[2].
You've probably seen the pattern. A scanner or an annual pentest flags the same injection or access-control flaw again and again, someone closes the ticket and nobody learns why. Global training tools exist, but they teach from a generic catalogue and are priced for US budgets. The global leader's median contract is US$61,650 a year (about ₹60 L)[3], which is more than many Indian startups spend on their whole security function.
Fixlore reads findings from the tools a team already runs - static analysis, dependency scanners, bug bounty reports and pentest PDFs. An AI model groups them by root cause and maps each to a lesson. If a Node.js team keeps shipping broken object-level authorisation then every developer who touched that code gets a short lesson showing the bug in a snippet that looks like their own, and then fixes it in an in-browser exercise.
A human security engineer reviews every lesson before it goes live, because generated code examples can be wrong. Points and team leaderboards reward fixing a class of bug for good, not just finishing videos.
The dashboard tells the engineering head which flaw types are falling and which teams keep repeating them. For regulated clients it doubles as evidence that developer training is actually happening. SEBI's 2024 cyber framework, for example, applies to brokers, mutual funds and other regulated entities that build or buy software[4].
The engineering head or CTO pays from the engineering budget, and developers use it. Global benchmarks run US$600–2,000 per developer a year (about ₹58,000–1.9 L)[3]. Fixlore would aim well below that for teams of 20–200 developers at Indian product companies, fintechs and IT services delivery units. That's a price a CTO can sign off from a team budget without a board meeting.
AI can now read a pentest report and draft a matching lesson in minutes, a job that used to take a trainer days. SEBI's August 2024 framework pushes regulated firms and their software vendors to show security practice[4]. And ISC2's September 2026 data puts application security near the top of Indian teams' skill gaps[2].
I found no public figure for India's secure-coding training market. The narrowest signal is global - the market leader reported 400,000 developers and 600 enterprise customers when it raised US$50M in 2023[5]. India's developer base of 17 million[1] is an adjacent figure, not a market size, so don't put it on a pitch slide as one.
One Australian-founded firm is the global leader, with a large catalogue and enterprise pricing[5]. Another vendor offers hands-on cloud and appsec labs, with team plans from 10 seats[6]. Both start from a catalogue.
The gap is training that starts from a team's own findings, at Indian prices, with proof that the same bug stops coming back.
| Difficulty | Moderate (36/100) |
| Starting capital | ₹60 L–1.2 Cr |
| Time to launch | 6–9 months |
The hard parts are connectors to tonnes of scanners and report formats, and keeping AI-made examples correct. Companies will also think twice before sharing vulnerability data with a startup, so your own security has to be strong from day one. Expect long security reviews.
No licence is needed to sell developer training. Clients' rules flow down to you, though.
Building this outside India? The categories above usually have a local equivalent, so check with your own regulator.
Don't publish any AI-written code example without a human review, because generated code can be wrong. Check in writing that your AI provider doesn't train on customer code.
Want to work out the AI layer for Fixlore? Talk to Yash →
Here's what can go south -
I like this for a founder with application security and developer-tool experience. If you don't have deep security credibility then I'd skip it, because CTOs won't hand you their bugs. Prove one thing first - that a 50-developer team cuts repeat findings of a single flaw type by half within a quarter, and then renews at full price.
Plan for roughly ₹60 L–1.2 Cr, mostly on engineering, security reviewers and integrations with scanning tools.
No licence. You need CERT-In compliance for the vulnerability data you hold, DPDP processor terms, and the usual company registration and GST.
Yes, the product isn't tied to India. Expect each market's regulated clients to ask for their own security and audit terms.
The free Fixlore 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 engineering heads, and 5 assumptions to test. Download the kit →
Thinking about building Fixlore or something close to it? The make-or-break work is earning enough trust that a CTO hands over vulnerability data. If you need a hand with that, 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.