Insights

Case studies

Work we delivered. Each one says what the problem was, what we owned, what we built, and what it produced.

Public Safety
Deputies asked the policy questions they had in the field
A sheriff's office put a policy assistant grounded in its own general orders in front of deputies on shift, and measured every question it answered.
Retrieval-augmented generationPolicy searchCited answers
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Aerospace Manufacturing
Extraction good enough to answer a question about a part
A manufacturer needed engineers to ask questions of its inspection and quality records against a fixed delivery date, and needed evidence that the answers were right before it shipped.
Evaluation harnessDocument processingDocling
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Government & Energy
An assistant inside the boundary, on the stack the team already ran
Technical leadership on an internal knowledge assistant for a government energy organization — ingestion over a mixed document estate, retrieval architecture, and inference running inside a compliance boundary.
Retrieval-augmented generationDocument ingestionOn-premise inference
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Market Intelligence
Every team asked the whole market, and saw only its own slice
A market intelligence platform that aggregates vetted news, third-party research, and internal reporting, and answers each team only from the material that team is cleared to see.
Retrieval-augmented generationHigh-volume ingestionEntitlement-aware retrieval
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E-commerce Data
One product, eighteen spellings of its manufacturer, one golden record
A product data platform consolidating thousands of dealer feeds had a catalog full of conflicting values. The resolution algorithm was not the problem — the sources were voting on spellings rather than on meanings.
Entity resolutionData governanceMedallion architecture
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Professional Services
From two client briefs to customer-ready Codex workshops
RegainFlow served as the technical enablement arm for an AI consultancy, designing and delivering two 120-minute workshops that translated each end client's engineering constraints into live demonstrations, facilitator guidance, and reusable implementation kits.
Codex enablementWorkshop designAI-assisted development
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Case studies

Deputies asked the policy questions they had in the field

Extraction good enough to answer a question about a part

An assistant inside the boundary, on the stack the team already ran

Every team asked the whole market, and saw only its own slice

One product, eighteen spellings of its manufacturer, one golden record

From two client briefs to customer-ready Codex workshops

The research behind the work

Surviving the AI Hype Cycle

The No-Brainer AI Investment

The AI ROI Problem

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