Their world
Groww carries more retail investors than any broker in India, so every new feature is a reliability decision first.
At 12.6 million active clients and a quarter of NSE volume, "making investing simple" has a hard engineering corollary: the platform can never be down during market hours. That constraint already shaped Groww Lite. Now the roadmap is adding ML and LLMs — and they have to arrive under the same discipline.
Their pressure
Scale, a reliability floor, and an AI roadmap — at once.
- scale12.6 million active NSE clients as of June 2025 — about a 26.3% share of the retail broking market.
- reliabilityGroww Lite is a backup trading portal on separate DNS, so users keep trading even when the main stack or an external cloud provider fails.
- roadmapThe open ML Engineer role asks for Python, TensorFlow, PyTorch, and LLMs — AI is being built in, not bolted on.
The bridge
Make an AI feature one more tested service, not a new failure mode.
Meridian AI embeds with your team and ships production-grade LLM and agent systems — on your existing stack — in six weeks, not six quarters. The point for Groww is where the AI lives: retrieval and function-calling agents wired into your current services, with evals and guardrails running in CI, so a new feature ships behind the same gate as everything else and degrades safely alongside Groww Lite.
# every AI change enters the same pipeline build -> ok eval-suite -> pass # accuracy + refusal + latency budgets guardrails -> pass # input/output constraints on your data human-review -> required # sign-off before regulated paths deploy -> canary # fallback lane: groww-lite
One proof
We ship on your existing stack — retrieval over your own data, function-calling agents wired into your current services, and evals plus guardrails in CI. No model training, no rip-and-replace, no new infrastructure to run.
One working session
Take one AI feature from idea to a CI eval gate.
Twenty minutes to pick one candidate, define its eval suite and guardrails, and decide where human review sits — before any code is written.
See the 20-minute teardown for Groww