A stronger record behind the recommendation.
Our proprietary AI-assisted system connects project information, tests the reported picture and prepares findings for practitioner review.
Built around owner-side methods. Directed by people.
A finding you can interrogate.
The useful output is not a confident paragraph. It is a traceable observation, a clearly separated question and a proportionate next step. This invented example shows the format, not a client result.
The progress report says 62%. The installed-quantity register says 48%. [S1][S2]
- Illustrative source record
- S1Monthly progress report · period 9 · reported progress: 62%
- S2Piping quantity register · period 9 · installed quantities: 48%
- Open question—not a conclusion
- Do the figures use the same measurement basis? Weighting, stored materials, scope and cut-off dates may differ. The gap alone does not establish overstated progress.
- Next step for the owner
- Request a reconciliation of scope, dates and measurement rules. Any payment decision must follow the contract and the authorized assessment process.
Connect the evidence. Challenge the conclusion.
Define
Agree the owner’s decision, scope and authorized information.
Connect
The augmented model retrieves and compares the record using Acadia’s methods and registers.
Gate: Check
Source references, calculations and evidence gaps are checked before recommendations are issued.
Decide
Principals review the advice. Your leadership retains decision authority.
The system around the model.
Acadia’s review methods
Owner-side questions, structured registers and an evidence standard give the analysis a defined purpose. We augment a large language model; we do not claim to have built a foundation model.
Controlled workflows
The Harness sets information access, tool permissions and approval steps. Drafting and retrieval are separated from commitments and external actions, which require authorized human approval.
Practitioner review
Principals challenge assumptions, check material findings and identify what the record cannot support. Human review remains necessary: neither a model nor its controls makes analysis infallible.
Agree the boundaries before sharing the record.
The Harness is designed for enterprise-grade private systems. Information access, handling requirements and permitted uses must be agreed for the engagement before project material is shared.
Missing records, inconsistent measurement and uncertain assumptions are review limitations, not gaps for a model to fill. We identify them and agree what needs further verification.