AI delivery · 4 min read
The demo worked. Then the source went offline.
Follow one ordinary request through the less ordinary work of making an AI assistant ready for production.
Blog
The Deltaforge blog.
Practical articles on AI applications, document workflows and modernization.
AI architecture · 4 min read
Who is allowed to know the answer?
Two people ask the same question. A useful knowledge assistant may need to give them different answers.
Search engineering · 4 min read
The answer can only be as good as the search
Work through a small document collection to see how keywords, hard constraints, and missing evidence shape an AI answer.
Recruitment / Field notes · 5 min read
Read the evidence before ranking the person
A recruiter needs to see which part of a requirement a source supports, what remains unknown, and where to change the research plan.
Business systems / Design practice · 5 min read
Follow the bond record through the work
Documents, renewal invoices, and receipts share a bond record. Their relationships and recovery paths deserve as much attention as the screens.
Document workflows / Design practice · 5 min read
Give the exception somewhere useful to go
A document review desk should explain the failed check, preserve the source, and show what a correction changes before anyone approves the output.
Engineering practice · 5 min read
Give AI-written code a test it can fail
Follow a repeated request through a small working example, then see what a useful test, an independent review and a release check each contribute.
Websites and business · 5 min read
Follow the visit beyond the contact button
A page view, an email draft and a received inquiry tell different parts of the story. Measure a website rebuild without confusing them.
Have a problem behind one of these questions?
Bring us the workflow, the constraints and the outcome you need. We’ll help you work out a practical next step.