Agents that operate inside your system, with internal data and your domain's specific rules.
We build agents that run inside legacy systems without a public API, cross-reference data from multiple internal sources, and operate with technical knowledge bases specific to your domain. Locked scope, 3 to 5 weeks, 90-day warranty.
How it works
- We map use cases, domain knowledge base, systems the agent needs to access, and success criteria
- We build with RAG, function calling, or orchestration depending on the integration complexity
- We test with real business scenarios, adjust edge behaviors, and deliver with documentation
When it makes sense to hire
- Repetitive operational decisions following a well-defined rule of your sector
- Team needs to cross-reference data from 3+ internal systems to answer business questions
- Operations inside a legacy system that has no public API to integrate with
- Technical knowledge base (manuals, standards, historical records) that should become automated queries
Frequently asked questions
Between $3,000 and $7,000, delivered in 3 to 5 weeks, with scope and price locked before we start. The figure covers building the agent, integrating it with your systems, and instrumenting cost and quality. There is no subscription on our side.
A chatbot answers questions. An agent takes actions: it queries a system, chooses between paths, writes a record, sends an email. The practical difference lies in the tools the agent can invoke and the rules that limit what it is allowed to do unsupervised.
Three layers: the agent answers only from sources you control, its output passes schema validation before touching any system, and sensitive actions require human confirmation. We also instrument error rate and cost per run, so you can measure behavior in production.
Yes, via API where one exists, or via an integration layer built during the project where it doesn't. Access always uses a dedicated credential with minimum scope: the agent sees only what the task requires. This is defined in the scope document.
3 to 5 weeks from kickoff to delivery. The Diagnosis comes first, starting at $500, and defines which tasks the agent will perform, which systems it touches, and the acceptance criteria. Only after that is the build contracted.