Document-heavy workflows
Prepare source-grounded summaries, extract agreed fields, and route uncertain results to the people responsible for review.
Claude API integration and agent development
Develop Claude-powered applications for document review, research assistance, internal knowledge, and tool-based workflows. Redko builds the interface, integrations, evaluation, and human review around the model.
What we can build
Prepare source-grounded summaries, extract agreed fields, and route uncertain results to the people responsible for review.
Connect approved systems through APIs or scoped MCP tools. Separate read-only retrieval from actions that require explicit approval.
Measure task completion and failure modes on examples from your workflow. Check citations, tool selection, cost, and response time.
How we work
Identify what the assistant may read, draft, or change, and who approves consequential actions.
Start with a predictable workflow. Introduce an agent only when the task needs flexible planning or tool selection.
Add logs that avoid sensitive payloads, bounded retries, release checks, and a clear escalation path.
Not necessarily. A structured sequence of retrieval, generation, validation, and review may be easier to operate for a predictable task.
We can scope integrations using the APIs and permissions available in your environment. Availability depends on your licenses and policies.
The agreement defines source access, documentation, evaluation examples, operational ownership, and any ongoing support.
Let’s build something
An idea, an existing product, or a workflow that takes too much time. Tell us where you are, and we’ll talk through a useful next step.
Prefer email? info@theredko.com
No account required. A conversation before a commitment.