Forward deployed AI engineering · Hyderabad
AI engineering and transformation services.
Embedded in your codebase, working with your data.
How an engagement runs
Scope.
Every moving part, grouped into a plan.
Build.
Short cycles, in your tools.
Measure.
Outputs tested against real examples.
Hand over.
Your team runs it. The next cycle begins.
Every layer of the system
We build and test every layer, on Claude and other leading models.
example request · interface12ms
- request received from web chat
- user: "how do I return a damaged order?"
- session and account context attached
example request · prompts4ms
- system instructions v12 loaded
- user history: 3 recent orders added
- output format: answer plus sources
example request · retrieval86ms
- searched your returns and refunds policy
- 3 passages returned
- best match: returns policy, damaged items
example request · model290ms
- answer drafted on Claude
- 2 sources cited
- reply length: 4 sentences
example request · evals48 / 50 pass
- ✓answers refund question from policy doc0.94
- ✓cites the source passage0.91
- ✗declines out-of-scope medical advice0.41
- ✓returns valid JSON for the order API1.00
- ✓answers in the user's language0.97
- ✓hands off to a human when unsure0.89
example request · monitoring4ms
- request logged for review
- answer quality within normal range
- nothing flagged for the weekly review
What are you building?
We reply within two working days.