AI development services
| Track | Typical scope |
|---|---|
| AI agent workflows | Tooling, guardrails, human review, observability |
| RAG / knowledge | Ingestion, chunking, evals, access control |
| MCP integrations | Servers bridging internal APIs read-only first |
| AI MVP | One vertical slice in 4–8 weeks with kill criteria |
Buyer guides: AI agent development cost · RAG explained for buyers · Hire AI developers vs agency
Related PunkSolid delivery: spec-driven development.
Agents, RAG systems, MCP integrations, and AI MVPs with spec-driven delivery.
FAQ
- Do you fine-tune foundation models on every project?
- No. We default to retrieval, tooling, and orchestration unless a fine-tune case is justified in writing.
- Can you embed our team?
- Sometimes via staff-augmentation SOWs; compare [hire developers vs agency](/guides/hire-ai-developers-vs-agency/).