T-023 · Togal.AI

Togal

Vendor evidenceunknownsoftware

1. Identity

Togal. Company: Togal.AI. Parent: Not established from reviewed sources. Aliases: None recorded.

2. Task and user

AI-assisted detection, measurement and comparison of drawing elements for takeoff. Buyer roles: gc, specialty-contractor.

3. Stage, trade and project types

Quantity takeoff and estimating. Project-type coverage: Not established from reviewed sources.

4. Capability and evidence

Evidence V. Methods: computer-vision. AI-assisted detection, measurement and comparison of drawing elements for takeoff.

5. Inputs

Not established from reviewed sources

6. Outputs

Reviewed quantities linked to source sheet and geometry.

7. Source context

Revision, coordinates, units and evidence location are required before any Ciright mapping. Not established from reviewed sources unless stated in the limitation.

8. Human review

A specialist output cannot approve engineering, payment, commissioning or operational state.

9. Release state

Recorded as unknown. Last checked 2026-09-22. Geographic and language limits: Not established from reviewed sources.

10. Integration evidence

A public API link does not promote a connector to tested status. Read and write remain separate.

11. Commercial model

Quote required / not established from reviewed sources

12. Data rights

Not established from reviewed sources

13. Named use cases

No independently measured customer result is adopted from vendor marketing.

14. Limitations

Takeoff is not a priced bid; validate scale, exclusions, revisions and trade coverage.

15. Related financial events

No reconstructed financial event is linked to this company in the 34-row seed.

16. Alternatives

Compare only offerings that perform the same task. This page is not a ranking.

17. Ciright hypothesis

Reviewed quantities linked to source sheet and geometry.

18. Sansar relevance

Spatial use requires model revision, units and distinct Ciright/Sansar identifiers. Ordinary-screen review remains complete.

19. Sources

https://www.togal.ai/

20. Correction history

Research edition dated 2026-09-22. No later correction recorded for this offering.

Claim evidence

  • vendor-claimChecked 2026-09-22

    AI-assisted detection, measurement and comparison of drawing elements for takeoff.

    Supported by vendor or announcement evidence reviewed 2026-09-22. Not an independent test.

    Tested context: Not established from reviewed sources

Connection assessment

Product prod-t-023 remains not assessed. A public product page is not a customer grant, a tested read, a tested write, or access to vendor AI outputs.

  • Proposed: research hypothesis only
  • Documented: not confirmed for this tenant
  • Tested: unavailable — ESID administration is unresolved

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