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Birchline Digital

AI Systems

Knowledge systems, intelligent search, decision support, and agentic workflows built with evaluation and production reliability in mind.

We use AI where it creates measurable value — not where conventional software would work better.

When this makes sense

  • Your team spends hours finding, reading, or summarising information that already exists.
  • Decisions depend on documents and data scattered across systems.
  • You want AI applied where it genuinely helps — with evaluation, guardrails, and a human in the loop.

Most engagements start with a free 30-minute intro call, then a Systems & AI Discovery from $2,500 to define the problem and architect the solution before any build begins.

Representative work

  • AI assistants
  • Business knowledge systems
  • Intelligent search and retrieval
  • Document intelligence
  • Decision-support systems
  • Agentic workflows, where appropriate

Investment

From $15,000

Typical engagement $25,000–$100,000+

Complex systems are scoped individually.

Starting at is the minimum qualifying scope, not the default quote.

Security in this work

We scope what business data a system can reach, who it can reach it for, how provider credentials and API keys are handled, and where a human should approve a sensitive action.

Higher-risk or regulated systems may require independent or specialist security work beyond standard software engineering. Where that is the case, we say so early and can coordinate qualified security specialists as part of the engagement. How we handle security →

How the work runs

  1. Understand·
  2. Architect·
  3. Design·
  4. Engineer·
  5. Validate·
  6. Launch·
  7. Improve
Read the full process →

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