AEC projects already generate enormous amounts of design, commercial and site information. Critical constraints often remain separated until a review, approval or construction event forces them together.
Material, regulatory or site constraints appear after substantial design effort is committed.
Design choices become expensive to reverse once quantities, procurement and constructability are understood.
Teams inherit decisions without the assumptions, evidence and trade-offs behind them.
Models, drawings, RFIs, estimates, contracts and site evidence remain isolated across systems.
Lessons from design, procurement and site delivery rarely compound into the next project.
Facthory keeps design, commercial, approval and site evidence related across a project instead of rebuilding context at every handoff.
Connect client requirements, codes, standards, permits and technical constraints.
Connect models, drawings, specifications, calculations and design alternatives.
Relate estimates, quantities, contracts, suppliers and cost drivers to design choices.
Preserve reviews, assumptions, evidence, responsibilities and approved outcomes.
Connect work packages, progress, inspections, issues, photos and field observations.
Keep specialist judgment and project results available for future decisions.
Focus first on decisions where design effort, project cost, approvals and delivery risk intersect.
Compare design alternatives, materials, cost and technical constraints before expensive decisions are locked in.
Route specialist questions, preserve approvals and coordinate work without losing the project decision trail.
Expose approval delays, repeated handoffs and process friction across project delivery workflows.
Turn inspections, site walkthroughs and recorded work into structured, timestamped operational evidence.
Connect materials, suppliers, contracts and project dependencies around sourcing and substitution decisions.
Investigate cost, risk and control signals across financial, contractual and operational project evidence.
Projects change teams, tools and priorities over years. Facthory keeps the decision context intact as the work moves forward.
Connect requirements, constraints, precedent and commercial assumptions before design expands.
Requirements
Constraints
Precedent
Success criteria
Facthory brings technical, regulatory and commercial evidence into the design loop so teams can challenge options while change is still practical.
Resolve client, technical, environmental and interface requirements before evaluating options.
Surface relevant code, standard and material constraints earlier for specialist review.
Compare cost, availability, suitability, sustainability and compliance across material options.
Estimate cost implications while design alternatives can still be changed efficiently.
Connect design choices to site constraints, sequencing, procurement and delivery realities.
Rank alternatives against explicit criteria with assumptions and evidence preserved.
Construction work spans months or years, with decisions moving between disciplines, organizations and phases. Facthory keeps long-running work persistent instead of reducing it to disconnected chats and files.
Keep plans, evidence, discussions, decisions and outcomes available throughout the project lifecycle.
Route questions, decisions and reviews between responsible teams without rebuilding context.
Let agents research and coordinate multi-step work while project experts remain authoritative.
Photos, walkthroughs, inspections and expert explanations contain project knowledge that rarely reaches design and project teams in reusable form.
Extract task steps, equipment, explanations and timestamps from recorded site activity.
Turn visible observations and inspection evidence into searchable project context.
Link field issues to drawings, work packages, responsible teams and prior decisions.
Carry constructability and delivery lessons into future designs and standards.
Facthory is designed to move important information earlier, before rework, delay and cost become harder to avoid.
Evaluate more alternatives with regulatory, material and cost evidence in context.
Surface cost drivers earlier while design and procurement choices remain flexible.
Reduce context loss across approvals, handoffs, field issues and project coordination.
Turn validated project decisions and lessons into reusable organizational memory.
Facthory complements specialist AEC systems rather than replacing them, preserving authoritative records while adding shared context across the project.
Connect BIM, IFC, CAD, drawings, calculations and technical specifications.
Connect schedules, work packages, risks, progress and change information.
Connect estimates, contracts, procurement, suppliers, quantities and commercial decisions.
Connect RFIs, submittals, reports, photos, inspections and field evidence.
Large infrastructure and engineering programs can carry sensitive client, design and commercial information. Facthory supports deployment models that preserve enterprise control.
Use a dedicated managed deployment with enterprise identity and governance.
Dedicated environment
Enterprise identity
Regional controls
Managed operations
Begin with a project problem where late information already creates measurable engineering hours, redesign, approval delay or cost exposure.
Choose a component or system with recurring material, cost, compliance or constructability trade-offs.
Choose a review process where specialists repeatedly reconstruct context before making decisions.
Choose a long-running project where decisions and lessons are difficult to find or transfer.
Use one live decision workflow, accountable owners, selected project sources and a clear baseline for comparison.
Track engineering hours, review time, redesign avoided, cost insight quality and reuse of validated project knowledge.
How Facthory turns reviewed work into versioned, scoped agent skills using tenant isolation, held-out evaluation, human publication, canary releases, rollback and independent runtime authorization.
How Facthory turns probabilistic agent reasoning into governed industrial execution through deterministic controls, durable workflows, evidence, human authority and verification.
How Facthory is being designed as a sovereign, resilient enterprise AI platform with control-plane/data-plane separation, BYOC, private deployment, zonal resilience, governed agents, event-driven execution and production-grade release engineering.
The appropriate architecture depends on your data residency, model hosting, network, identity and regulatory requirements.
Experts can inspect evidence, correct assumptions, redirect agents and approve consequential findings, procedures or actions. Facthory preserves those reviews as part of the operational record.
A deployment may use supported commercial models, privately hosted models, open-weight models, or a controlled combination of models for different tasks. For example, one model may handle high-volume extraction while another is reserved for complex engineering or scientific reasoning.
Model selection can be governed by:
Discuss your preferred model and hosting strategy through an AI architecture consultation.
An initial discovery phase can determine:
Facthory can progressively improve the quality and structure of the operational model as additional sources and feedback become available.
Connect design, regulation, cost, project controls and site evidence so teams can make better decisions before change becomes expensive.
