Announcement: applied artificial intelligence advisory & build lanes

For immediate reference by counterparties verifying active commercial operations, First Matrix LLC publicly affirms three parallel service lanes currently offered to organizational clients:

• Advisory. Use-case feasibility, architectural optioneering across LLMs and retrieval stacks, procurement support, roadmap phasing keyed to KPIs.
• Implementation. Production-grade backends and interfaces integrating models, embeddings, vector stores, document ingestion, evaluation harness wiring, IAM-aware context scoping.
• Operate & refine. Post-deployment iteration—prompt/version governance, benchmarking against frozen task corpora, alert tuning when behaviour drifts.

Commercial terms are customary B2B consulting or software-development agreements; we do not market anonymous retail downloadable products requiring card-not-present novelty velocity checks.

Corroborating technical statements appear in independently linked briefs dated 2026 in this insights library. Sensitive formation or ownership artefacts are exchanged only upon authenticated requests through [email protected].