Cases
From manufacturing to finance and the public sector,actually used DARVIS
Finding the cause usually takes a few meetings and a few weeks of digging.
In the cost cases, a single analysis ran in 81 to 453 seconds. Open the full case to follow how each one went.
- 118Analyses closed · 0 failed
- 4~6weeksTime to first rollout
- 3stagesSignal · explanation · evidence
Selected cases
What the companies that rolled it out got
Month-end cost · every order recalculated
13,701 orders over 17 months rebuilt one by oneto point at where the losses were
The cost data already existed — it just arrived after the decisions were made. Rebuilding cost order by order made it possible to trace which products and which customers were losing money.
See how a case like this gets reasoned through →
- Electronic components
Three AI agents taken through a full PoC
An internal chatbot, DB sync automation and equipment-name validation — three problems solved the same way.
Read the full Company I case - System semiconductor
Validated in two weeks against 109 real questions
Manuals that never stop changing in a 24-hour plant, tested with the words the floor actually uses.
Read the full Semiconductor manufacturer case One question across the documents of a $700M-revenue maker
Documents scattered across internal systems, verified in three stages and pulled into one answer.
Read the full Global parts manufacturer caseFrom instrument data to an audit-ready report
We tested whether qualification reports could be produced without passing through human hands.
Read the full Pharmaceutical manufacturer case- Automotive parts
Material planning verified in real time
Scattered systems joined behind one chatbot, with the data context unified.
Read the full Company W case From interpreting a forecast model to company-wide data
It started with making the model’s reasoning readable to people.
Read the full Shipping company case- Financial data
Productivity lift for 150 SQL users
Analysis productivity for internal SQL users improved to a measurable degree.
Read the full Company K case - Public administration
Shorter response times in administration
Repetitive administrative work absorbed by an AI chatbot, shortening response times.
Read the full Public agency case
The common procedure
Every case goes through the same four stages
Read-only connection
ERP, MES and cost sheets connected read-only. No changes to your systems and no redeployment.
Recalculation per order
Month-end cost rebuilt per order and per item — starting from individual records, not from totals.
Breaking down the contribution
Against last month, which factor pushed how much — broken out in money.
Evidence assembled
Every answer is delivered with the table and column it came from.
Observed in our own execution log as of August 2026 — a single analysis runs in 81 to 453 seconds, and a question yields 2.38 candidate causes on average. These are observations of runtime and count; they do not mean money saved or recovered.
How this differs from other tools
Different from a BI tool
BI shows you the metric. Here the metric’s change is explained by contribution and evidence.
Different from a systems integrator
An SI fixes your systems. Here nothing is touched — we only read, and analyse.
Different from doing it in Excel
What someone recalculated by hand every close now runs every month on the same basis.
How to read these numbers — the figures in each case are observations from recalculating that site’s own data. They are not money we recovered, so please don’t read them as savings or ROI. Performance figures are published once attribution has been checked.