Mentis8 / Applications
Make AI part of everyday work. Shape the harness around your teams, keep context under your control and put owned inference capacity to productive use.
Choose a starting point
One investment in inference capacity, multiple places to create value. These illustrative workflows show how a custom harness adapts to each team’s work and permissions.
Engineering
− return uncheckedInput; + return validate(input);
The proposal includes rationale and an agreed test record.
Operations
Evidence / operating records Recommendation / investigate mismatch
A case summary separates established facts from missing information.
Knowledge
Finding / source-backed answer References / inspectable passages
The answer identifies what is supported and where uncertainty remains.
An authorized repository, issue and engineering standards.
Inspect relevant code, prepare a patch and run agreed checks.
A proposed change with rationale and a test record.
Evaluate correctness, security, test quality and reviewer effort. Repository access does not imply permission to merge or deploy.
Bring operating records, procedures and correspondence into a source-backed case summary. Surface missing information and propose a next step for the person accountable for the outcome.
A case summary, supporting sources and a recommendation.
Changes to operational records and external communications require the agreed authority.
Evidence fidelity, completeness and the quality of the recommended action.
Turn an approved knowledge collection into answers linked to their sources. Preserve access boundaries and make uncertainty visible when the available material does not support a confident answer.
| Workflow | A useful first scope | What to measure |
|---|---|---|
| Internal research | One approved document collection and a defined question set. | Source accuracy, omissions and appropriate abstention. |
| Commercial preparation | An account brief from authorized internal records. | Factual accuracy and preparation effort. |
| Policy assistance | A bounded set of current operating procedures. | Correct references, version awareness and escalation behavior. |
These are illustrative application patterns. They are not customer case studies or a list of available connectors.
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