Om Solanki https://omsolanki.com I help startups bring AI ideas to production: architecture, RAG, agentic systems, and production readiness for real-world AI products. en-us hello@omsolanki.com (Om Prakash Solanki) hello@omsolanki.com (Om Prakash Solanki) Wed, 24 Jun 2026 14:13:01 GMT From AI Demo to Production - What Startups Get Wrong https://omsolanki.com/articles/from-ai-demo-to-production https://omsolanki.com/articles/from-ai-demo-to-production Wed, 24 Jun 2026 00:00:00 GMT Most AI products fail between the demo and the first hundred real users - not because the model is wrong, but because production was never designed.

The demo trap

Demos optimize for the happy path. Production optimizes for variance: messy data, retries, latency spikes, and users who do not read your prompts.

What to validate early

  1. Evals — define what “good” means before you ship.
  2. Observability - traces, logs, and quality signals on real traffic.
  3. Cost envelope - inference spend at 10× your expected volume.
  4. Fallbacks - what happens when the model fails or times out?

![](/assets/images/AI-Demo-to-Production-v1.png)

A practical next step

If you are past the notebook and need a credible path to production, get in touch - I help startups ship agentic and RAG systems that survive real users.

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