# How examroom.ai uses TrueFoundry

**6 days → \<2 hours** Time to deploy a service

As published on [truefoundry.com](https://www.truefoundry.com/case-studies/examroom-case-study). Captured by usedby on 2026-10-06.

- Company: [examroom.ai](https://www.usedby.ai/companies/examroom-ai.md)
- Tool: [TrueFoundry](https://www.usedby.ai/tools/truefoundry.md)
- Teams: ML Ops

## What the story says

examroom.ai, an AI-first assessment platform for universities and certification bodies, deploys its AI services on TrueFoundry and uses the TrueFoundry AI Gateway as a control plane for observability, guardrails and fallbacks across its AI solutions.

Summary written by usedby from the source page, in English. The figures are those of TrueFoundry and examroom.ai, not ours.

> Deployment time fell from 6 days to under 2 hours — a step change in release velocity.

- **500,000**: “Scaled from 5 test users to 500,000 production users across the assessment lifecycle.”
- **94**: “94 services run on TrueFoundry across prod, staging, UAT, QA, and dev — with GPU autoscaling on spot + on-demand fallback, per-service cost tracking, and centralized logs and latency metrics.”
- **Three**: “Three dedicated ML Ops engineers were freed from cluster management to focus on product.”

> Now we don’t need to work on that, because we shifted to TrueFoundry. You just need to push the containers, and it automatically takes care of spinning up all the servers with minimum clicks. You can manage compute, you can manage cost, you can see all of it visually. That shifted from 6 days to less than 2 hours for us.
>
> Deepak M K, VP, examroom.ai

## What usedby checked

We compared the story with its live page on 2026-10-06.

- Checked: the figure 6 days → \<2 hours is on the page; its label is our wording.
- Checked: the passage quoted above is copied word for word from the page, near the name of examroom.ai.
- Checked: examroom.ai uses TrueFoundry. Confirmed line. Latest check across sources: 2026-10-06.
- Not checked: the result itself. We quote it; we did not measure it.

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Source: https://www.usedby.ai/case-studies/examroom-ai-truefoundry · How we check: https://www.usedby.ai/methodology