AI features that hold up in production.
Sumnora AI Engineering builds retrieval, agent, and language-model features with the grounding, evaluation, and guardrails that keep them reliable once real users arrive.
Start a projectHow AI Engineering runs
- 01Frame
- 02Ground
- 03Build
- 04Evaluate
- 05Harden
- 06Ship
What you get.
Answers grounded in your data, with traceable sources
Evaluation suites that catch regressions before users do
Cost and latency measured rather than assumed
Human review wherever the stakes require it
The work, in detail.
Retrieval & grounding
Index your content and return answers that cite exactly where they came from.
Agents & tools
Give models narrow permissions, approved tools, and explicit stopping conditions.
Evaluation harness
Measure accuracy, regressions, injection resistance, latency, and cost on every change.
Guardrails & review
Validate structured output and route consequential actions to a person.
Bring us the hard part.
Tell us the problem, the constraints, and the deadline. We will come back with scope, approach, and a price.
Start a project