← All work
Graph and insight panel, illustrated.
Engineering analytics SaaS
AI insights that only use verified figures
A proof of concept that models engineering activity as a graph, then has AI explain it using only figures the system computed.
3×faster core query
74×fewer database calls
~$55a month to run on AWS
3 weeksfrom start to deployment
Challenge
The product needed AI-written insights customers could trust, without the model inventing numbers or query costs growing with every customer.
Scope
- Knowledge graphEngineering activity modeled as a graph for fast, connected queries.
- AI on real numbersThe model only narrates figures the system computed, so numbers are never made up.
- Query reworkThe core query cut from 129,727 database hits to 1,741.
- AWS deployContainerized and running on AWS for about $55 a month.
Result
- Insights customers can check against their own data.
- Database load cut 74×, keeping running costs low.
- From idea to a deployed proof of concept in three weeks.
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