Why Your AI Agent Hallucinated — And How To Fix It
AI hallucinations in document workflows are almost always a retrieval problem, not a model problem. Here's what we changed.
We keep up so you don't have to.
Not a chatbot demo. Real infrastructure — document extraction, agents, and the memory layer underneath — built to keep working long after the demo.
Job reports, invoices, contracts, claims — the details you need are buried in PDFs and handwriting someone re-types by hand. We build extraction pipelines custom to your document types and business rules, so structured data flows straight into the systems you already use, accurately and at volume.
Learn more →AI agents that do real work inside your business — not chatbots, not copilots. We build agents with jobs: specific workflows they execute on a schedule or on demand, wired into your existing tools via MCP servers, with a human in the loop where it counts. Built to keep running long after the demo.
Learn more →The systems above are only as good as what they remember. We design graph databases that give your AI agents and your business a shared, structured memory — the hidden connections between customers, jobs, and data that a flat database or a context window can't hold onto.
Learn more →Scoped engagements with clear deliverables
Free
1 hour
Best for: Figuring out if we're the right partner, zero risk.
$3k–$6k
fixed · 1–2 weeks
Best for: Validating an idea before committing budget.
$6k–$18k
fixed · 2–6 weeks
Best for: Shipping a scoped feature or integration.
$2k+
monthly · ongoing
Best for: Teams who want to keep building with Gundalo.
Go in order, mix and match, or pick just one. Up to you.
Insights on software development, AI, and emerging technologies
AI hallucinations in document workflows are almost always a retrieval problem, not a model problem. Here's what we changed.
I built an AI sales development rep that emails prospects on my behalf. Here's what he is, how he works, and why I'm telling you about it.
What happens when you apply Google's PageRank algorithm to the NFL? Turns out, graphs can tell you things win-loss records can't.
Ready to get started? Let's talk.
hello@gundalo.com
+1 (804) 259-2533
Richmond, VA
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