Solutions / AI Infrastructure

We engineer secure, agentic AI infrastructure — custom MCP servers and enterprise RAG pipelines locked to your proprietary data. No wrappers.

agent.firstsoft.dev
→ tool: reports.query · scope: read authorized
Q  What was Q3 churn for enterprise?

Enterprise churn was 2.1% in Q3, down from 3.4%.

cited: q3_metrics.csv grounded
model-agnostic · tracedhallucination evals: passing
01

02

  • Custom Model Context Protocol (MCP) servers that expose your tools, data, and internal systems to agents under explicit, auditable permissions.
  • Retrieval-augmented generation (RAG) pipelines with vector search, re-ranking, and grounded citations so answers trace back to your sources.
  • Multi-step agent workflows with tool-calling, guardrails, and human-in-the-loop checkpoints for high-stakes actions.
  • Evaluation harnesses and regression suites that score accuracy, hallucination, latency, and cost on every change.
  • Model-agnostic abstraction so you can route between providers and self-hosted models without rewriting your application.
  • Observability for prompts, tokens, traces, and spend, so you always know what your AI is doing and what it costs.

  1. 01

    Map the surface

    We audit your data sources, internal tools, and the decisions you want AI to support, then define exactly what an agent is allowed to see and do.

  2. 02

    Ground the model

    We build the retrieval and MCP layer so the model reasons over your real data with citations — not its training set — and fails safely when it is unsure.

  3. 03

    Add agency, carefully

    We introduce tool-calling and multi-step workflows behind guardrails and approval gates, expanding autonomy only where evaluations prove it is safe.

  4. 04

    Measure and harden

    We wire up evals, tracing, and cost controls so quality is monitored continuously and every prompt change is tested before it ships.

AI features that act on your real data with citations, instead of confidently inventing answers.

A model-agnostic architecture you control, free from lock-in to any single provider.

Clear visibility into accuracy, latency, and spend, so you can scale AI with confidence rather than hope.

FAQ

Audit your AI architecture.

One senior team, end to end. Tell us what you're building and we'll architect the path to ship it.