Diligence of software in the AI era.

Filings, earnings, broker research, and expert-call transcripts. Public filings are exposed to a generic retriever. Permissioned transcripts are the scarce-input hypothesis, not a verified flywheel.

Agentic commercial-diligence research over open-web sources with slide output. A June 2026 third-party assessment reports a breadth lead but measures artifact properties, not whether cited claims are correct.

Permissioned deal rooms, Q&A, and buyer administration. The seller owns the documents. Mid-deal switching can bind; that friction decays after close.

Contract analysis, diligence, and litigation assistance. Client matters are the firm's. Post-training is back on the register; Tenet is a declared research preview, not a measured increment.

Multi-document analysis for diligence and research. The data room is the customer's. Orchestration is reconstructable in kind; decay versus long-context models is open.

Matter work product, email, and document management inside the firm. The corpus is the firm's. Microsoft 365 is the bundling and AI-invasion surface.

Brief plus source pack to an editable deck. In a July 2026 third-party assessment it leads a frontier add-in on production mechanics while the measure that decides partner-readiness, claim-to-source support, would not stabilize. The incumbent bundle failed the end-to-end job at screening.

A licensed private-market graph for company, deal, investor, and comparable screening. Unpublished facts are the structural hypothesis. They are not a verified flywheel.

Natural-language model construction and checks inside Excel. Official policies establish the product surface and data terms; a named practitioner test finds useful narrow-task output and consequential modeling failures. No independent product test has been run.

Hire-to-pay workforce administration and adjacent finance on one cloud platform. The employer owns the records. Direct AI substitution of payroll and the org chart fails; Sana and Illuminate-era agents are an overlay. Oracle, SAP, and Microsoft are the named invasion surface.