AI Integration
Your product already works. Make it intelligent.
Add useful AI capabilities to an existing product or workflow without rebuilding what already works.
Fit
Who this is for
- SaaS teams adding AI to an established product
- Operations and technology leaders improving an existing workflow
- Teams with useful data and systems that need a more natural interface
The work
Problems we solve
- The product has valuable data but limited ways to use it
- An AI feature must fit existing users, architecture and workflows
- A rewrite would add risk without improving the outcome
Capability
What we build
- AI assistants, RAG and intelligent search
- Natural-language analytics and AI reporting
- Document processing, classification and extraction
- Recommendations, voice and agentic workflows
- Tool and API integrations that fit the existing product
Production quality
Built for the work after launch.
- The AI capability is grounded in the right product context
- Existing systems are extended deliberately rather than replaced unnecessarily
- Permissions, data boundaries and evaluation are considered with the feature
- The interface makes the capability useful and understandable to people
Typical engagement
A sensible path from here
- 01Assess the product, data, user need and technical constraints
- 02Choose the highest-value capability and integration boundary
- 03Build, evaluate and connect it to the existing experience
- 04Release with a clear path to measure and improve it
Packages & pricing
Automation & Agent Build from $12,000 · AI Product Engineering from $30,000
A focused AI feature or workflow fits a fixed-scope build. A larger capability that reshapes the product fits an AI Product Engineering engagement.
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Related capabilities
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