AEC proposal content is sensitive. It includes signed deliverables, project records bound to PE stamps, DBE/MBE participation data, and safety metrics that influence both reputation and risk. A platform that handles that content cannot be a black box. Workorb AI was engineered around an AEC-native data architecture, secure LLM integration, and verifiable controls — so that what the platform does with the firm's content is traceable, auditable, and defensible.
Reliable proposals require a reliable platform. Workorb's AEC-native data model, secure LLM integration, SOC 2 Type II alignment, and end-to-end traceability are designed to earn the trust of IT and pursuit leaders alike.
The right platform is not just the one with the best demo — it is the one IT can defend.
The Workorb data model treats the artifacts of an AEC firm as first-class objects: project records with explicit fields for delivery method, scope, fee, schedule, sustainability, and safety; PE-stamped deliverables with version history; staff records with disciplines, registrations, and project histories; pursuit records that bind drafts to evaluation criteria. Because the model maps to AEC reality, every retrieval is structured and every claim is traceable to a record — not pulled from a generic embedding of an unstructured document.
Generic document stores cannot model the structure of AEC content. Workorb does.
Workorb's AI engine integrates with state-of-the-art language models — including the Claude family and compatible enterprise LLMs — under a strict data-handling boundary. Firm content is never used to train shared models. Inference happens within the configured tenancy, and access is governed by role-based permissions tied to the firm's identity provider. SOC 2 Type II alignment is maintained at the platform layer, with controls documented and audit-ready for IT review.
Workorb integrates leading LLMs without compromising data boundaries.
Auditable outputs are not a feature — they are a requirement.
Every draft section in Workorb is generated with provenance. The platform records which library items contributed to the section, which RFP requirements it was answering, which live data references were consulted, and which reviewer actions were taken before approval. That trace is preserved through submission. When a firm is asked, six months later, to defend a claim that appeared in a winning submission, the answer is one click away.
The platform's value scales with every additional pursuit it runs.
Architecture matters because every pursuit either reinforces or fights the firm's institutional knowledge. Workorb's data model, secure LLM layer, and provenance system make every pursuit a deposit into the firm's long-term knowledge base — searchable, governed, and ready to power the next response. A downloadable technical brief is available for IT buyers who want the full picture.
Ready to evaluate Workorb against your IT requirements? Request the Workorb technical brief.
