Nomic is built for document intelligence across the full project stack. Togal.ai is built for quantity takeoff speed. Both read construction drawings — but they answer very different questions.

Architecture, engineering, and construction administration teams that need drawing intelligence, code compliance checking, submittal review, and project-wide document search.
Estimators and preconstruction teams that need the fastest, most accurate quantity takeoff from PDF drawings, with a built-in AI assistant for plan questions.
Togal.ai wins on takeoff speed and estimating-first UX; Nomic wins on the full depth of what it can do with a drawing — understanding content, checking code, reviewing submittals, and answering questions across the entire document stack.
Feature comparison
How they compare
| Feature | Nomic | Togal.ai |
|---|---|---|
| AI drawing intelligence (understand content, not just measure) | Partial — Caddie AI reads context for takeoff purposes | |
| Quantity takeoff from PDFs | ||
| Building code compliance checking | 380+ codes and standards | |
| Submittal review automation | ||
| RFI drafting grounded in drawings | ||
| Project-wide document search | Across drawings, specs, submittals, RFI history | Within plan sets only |
| AI chat for plan questions | TogalGPT — focused on quantities and plan navigation | |
| Drawing version comparison | ||
| Procore / ACC integration | Procore, ACC, Bentley, SharePoint, Egnyte | Excel export; limited direct integrations |
| Enterprise security | SOC 2 Type II, zero data retention, on-prem / VPC | Business plan includes security compliance and SSO |
| Minimum team size | 25 seats ($1,000/month minimum) | 1 user ($299/month) |
| AEC training data | Trained on 100K+ AEC drawings | Trained on construction plan sets for takeoff tasks |
- Full drawing intelligence — Nomic understands what a drawing means (code violations, cross-sheet conflicts, specification deviations), not just what it measures.
- Code compliance across 380+ codes — no other platform in this comparison checks drawings against IBC, ADA, NFPA, and jurisdiction-specific codes with cited findings.
- Construction administration workflows — submittal review, RFI drafting, deviation reporting. Togal.ai has no CA capability.
- Project-wide document search — search across drawings, specifications, submittals, and RFI history in one query. Togal.ai is plan-set-only.
- Deeper integrations — native sync with Procore, ACC, Bentley, SharePoint, and Egnyte. Togal.ai primarily exports to Excel.
- Takeoff speed and accuracy — Togal.ai is purpose-built for quantity extraction and reports 5x faster takeoffs at 98% accuracy. Nomic is not a takeoff tool.
- Estimating-first UX — Auto Measure, Auto Count, AI Zone Mapping, and voice interaction are tailored to how estimators actually work. Nomic is not designed for this workflow.
- Smaller team pricing — Togal.ai starts at $299/user/month with no seat minimum. Nomic requires 25 seats and starts at $1,000/month, making it inaccessible for small firms or individual estimators.
- Your team does drawing review, code compliance checking, or construction administration (submittals, RFIs)
- You need to search across the full project document stack — not just quantities from plan sets
- You are an architect or engineer who needs to understand what a drawing says, not just measure it
- Enterprise security, on-prem deployment, or Procore/ACC integration is a requirement
- Your team is 25+ seats and does project delivery rather than just estimating
- You are an estimator or preconstruction team that primarily needs quantity takeoff from PDF drawings
- Speed of takeoff is your primary metric — you need quantities in minutes, not a document intelligence review
- You are a small team or individual estimator who cannot meet Nomic's 25-seat minimum
- You want a conversational AI assistant (TogalGPT) specifically for asking questions about quantities and plan navigation
Answers to common questions about this comparison.



