Make project knowledge useful without mixing client information or removing expert review. Start with a recurring task such as proposal evidence assembly or delivery reporting. These proposed applications need approved sources, explicit client access rules and a professional who accepts the output.
The workflow designs below are starting points for scoping. Review our published work and its implementation status, then evaluate your own records, operating constraints and acceptance criteria.
Delivery details live across documents, messages and project systems with different access rules.
Experienced staff spend time assembling information before they can make a professional judgment.
Drafts can imply a capability, price or completed milestone that the source records do not support.
Connect approved capability descriptions, permitted prior work, current rate rules and the opportunity brief. Assemble a draft scope with citations to the source of each capability or assumption. The account and delivery leads approve commitments, pricing and references. An illustrative proposal can include an open question for an unknown integration instead of claiming the work has been assessed.
Acceptance: Test expired credentials, restricted client references and contradictory scope notes. Measure review effort and unsupported commitments caught. A polished proposal that crosses a client access boundary fails acceptance.
Combine project plans, issue logs and approved time or milestone records. Produce a draft status note distinguishing completed work, pending decisions and risks with source dates. The project lead confirms the status and assigns an owner to each next action. Keep forecasts labeled as estimates with the assumptions used.
Acceptance: Test stale milestones, missing time records and scope changes after the reporting cutoff. Compare reporting preparation effort and the accuracy of accepted status statements. Do not treat generated optimism as delivery evidence.
Enforce client and matter boundaries before retrieval. A model prompt is not a confidentiality control. Professional, contractual and security owners review the use of client material, retention and support access. Assign the expert who signs off on the deliverable and a fallback when the assistant lacks evidence.
Review the deployment security questions and private AI operating options.
A recurring task with varied documents may need a custom AI application. A fixed reconciliation rule may fit existing software. Map integration and permission requirements before selecting either approach. Keep the accepted source records available to the reviewer.
Assign an owner for source quality, access reviews, alerts and change approval. Agree how staff continue work when a connected system or model is unavailable. Test the fallback as part of acceptance, rather than assuming a person can reconstruct the process during an incident.
Use these questions to prepare a project conversation:
Include a redacted example of a normal case and an exception, the current process owner and the system of record. Request a project review when you can describe the decision the system needs to support.
Establish the current completion time, correction effort and quality from actual records. Agree a representative evaluation set, including exceptions and prohibited actions. Compare the candidate workflow with the existing process and simpler software or rule changes.
Accept deployment only after the responsible users can verify the evidence, permissions and fallback. Identify who monitors performance, handles incidents and approves source or model changes. Read our delivery approach and review ownership and operating responsibilities.
Optional Google Analytics stays off until you choose Accept analytics.