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Project catalog

Projects and engineering decisions

Published: 09

Problems, architectural decisions, and constraints in one catalog designed to grow with new case studies.

Case / 01

CorpGPT: enterprise search

Employees spent 15–30 minutes searching across fragmented internal sources. In the CorpGPT pilot, this fell to 5–10 minutes.

Case / 02

SQL Change Agent: pre-release review

Manual review of SQL data-mart changes took about 90 minutes. The agent reduced analysis to 35 minutes and helped cut post-release incidents by 35%.

Case / 03

RCA Agent: data incident diagnosis

Diagnosing data degradation required manual checks across five sources and took 4.5 hours on average. A stateful agent reduced MTTR to 2.1 hours.

Case / 04

Document Intelligence: construction records

A monthly flow of 20,000–30,000 construction documents required manual transcription. A hybrid pipeline processed about 70% without human intervention.

Case / 05

DOM.RF Document RAG: current regulations

Finding the correct version of a regulation took 10–15 minutes. Version-aware RAG reduced this to 1–2 minutes without mixing revisions or table conditions.

Case / 06

PIK Service Desk: routing with fallback

Short construction-site tickets could contain several problems at once. A multi-label pipeline cut routing errors by 35–40% while retaining manual fallback.

Case / 07

FESCO: supply-chain reconstruction

Up to 40% of the event stream was noisy or contradictory. A graph-constrained Transformer reduced the Manual Correction Rate from approximately 70% to 15%.

Case / 08

1C-Rarus: CPU ticket routing

A transformer added only 1–2% F1 at the cost of a GPU and higher latency. A hybrid LightGBM pipeline automatically routed 70–75% of tickets.

Case / 09

1C-Rarus: B2B lead scoring

The model prioritised B2B leads and accounted for drift in the incoming flow. In an A/B test, conversion rose by 10.5% and first-contact time fell by 25%.