Applied AI in production. Without big-tech bureaucracy - AI/ML Engineer Violet InfoSystems Employee Review

5.0
Jul 3, 2026
Recommend
CEO approval
Business outlook

Pros

I came from a fintech where every model had to go through six approval committees and shipped maybe twice a year. Here we ship AI features quarterly to real enterprise users. The recommendation engine work has been the most fun I've had professionally — closing the loop with a client on whether the model is actually changing learner outcomes is satisfying. Team is small enough that ownership is real; you write the model, you ship the model, you own the bugs.

Cons

Three of us last year, hiring slowly. Some weeks the load shows and there's tech debt I keep meaning to address. If you want a 50-person AI team and prestige projects on paper, look elsewhere. If you want to actually ship things customers use, this is the spot.

Explore other reviews about Violet InfoSystems

4.0
Feb 20, 2020
Anonymous intern
Recommend
CEO approval
Business outlook

Pros

Good team, good energy and projects

Cons

Micromanaging Upper team, no perks

5.0
Jun 28, 2026
Recommend
CEO approval
Business outlook

Pros

Honestly the most engaging L&D consulting work I've done. Past three months I've worked with a banking client on compliance training rollout, a manufacturing one on safety and skills, and now a retail customer on customer-service modules. Each industry runs training differently and you learn fast about what actually changes behaviour vs what just ticks a box. Most clients I've worked with have been appreciative — one CHRO sent us a hand-written note after a go-live, which is rare.

Cons

I averaged 8-10 nights a month outside Mumbai my first year. That's the job — every L&D consultancy I've talked to is similar — but if you have a partner who works odd hours or young kids, plan for the friction. Hybrid would help retention here and it's been raised; not sure when it lands. Good fit for someone in their 20s or with grown-up kids; harder for people in between.

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