Start with a workflow, not a slogan
A baseline makes the comparison honest. Measure how the work happens now, including the time spent searching, waiting, checking, correcting, and escalating.
Measure realized capacity carefully
A shorter search does not automatically become cash savings. Ask what the person does with the recovered time, whether work volume changes, and whether another bottleneck appears. NBER and OECD research can inform the productivity discussion, but their findings are not a forecast for your company.
Use a conservative model: realized minutes, number of completed cases, loaded cost assumption, quality adjustment, and the share of time that is actually redeployed.
Count quality and failure costs
Track incorrect answers, unsupported answers, privacy incidents, rework, escalations, owner corrections, and stale-source events. A system that saves two minutes and creates a sensitive-data incident has negative value for that workflow.
Keep the costs visible: connectors, indexing, model usage, evaluation, administration, review, training, support, and the opportunity cost of maintaining the source system.
Use adoption as evidence of fit
Logins and query count can show reach, but they do not show usefulness. Ask whether users return, accept suggested owners, click sources, correct answers, complete next actions, or bypass the system after a failed result. Segment by role and workflow.
Set a decision threshold
Before rollout, write the condition that would justify expanding, changing, or stopping the pilot. For example, a workflow might need a lower median handling time without increasing rework or permission failures. The exact threshold belongs to the owner.
A Business Brain is an operating system with continuing costs. ROI measurement should continue after launch instead of disappearing into a case-study number.
Set the baseline at the workflow level
Choose one repeatable job and observe it before launch. Measure search time, waiting time, handoffs, rework, error correction, unresolved questions, and loaded labor assumptions. Use the same question set and time window after launch.
Separate capacity from cash. Recovered minutes only become financial value when the team can redeploy them or avoid additional work. If the workflow simply shifts effort to review, include that review time in the model.
Keep costs and causality visible
Include connectors, indexing, model usage, evaluation, administration, training, support, incident response, and source maintenance. Compare with a practical alternative such as better search, a maintained page, or a workflow change.
Use a decision threshold agreed before rollout. Expand only when the measured workflow improves without unacceptable rework, privacy, permission, or trust failures. Do not turn an answer count or a vendor case study into a company-specific ROI claim.
The LeanOrchestr Business Brain connects approved company sources, preserves access boundaries, and turns useful context into a maintained operating layer. Start with one question, one accountable owner, and an evaluation set you can rerun.
Sources and verification
Primary product, architecture, risk, and security sources checked on 10 September 2026. Product behavior can change, so verify current plan and admin documentation before implementation.