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Eval directory

Evals for Denti.AI

Eval coverage for Denti.AI, mapped from its public product surface.

About Denti.AI

Denti.AI is an AI platform for dental practices covering clinical documentation, periodontal charting, treatment-plan charting, and front-desk call handling. Its products include Denti.AI Scribe for automated clinical notes, Voice Perio for touch-free perio charting, Auto-Chart for pushing conditions and codes into the PMS, and an AI Receptionist. It integrates with common practice management systems and sells a companion wireless microphone accessory.

Industry

dental AI documentation and voice charting platform

Headquarters

Dover, Delaware, United States

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Coverage map

What would you measure for Denti.AI?

6 scoring areas · 24 capabilities mapped · grounded in 8 cited pages

Every eval set is graded on

  • Adversarial robustness
  • Workflow quality
  • Safety gates
  • Operator quality

Pass/Fail + LLM judge 1–5 · critical severity flags · negative controls

01

Clinical Documentation (Scribe)

Turning chair-side conversation into accurate, structured, template-conformant dental notes in real time, including specialty templates and multilingual output.

Mapped capabilities

4 capabilities

  • Transcript-to-note fidelity

    Clinical findings, procedures, and materials stated in the encounter appear in the note; nothing clinically material is dropped or added.

  • Template and specialty conformance

    Notes follow the selected pre-built or customized specialty template structure rather than free-form prose.

  • Multilingual notes and reports

    Handling of bilingual encounters and generation of notes or patient reports in the requested supported language.

  • Noisy and open-bay capture handling

    Behavior when audio is degraded, overlapping, or ambiguous — including microphone setup conditions described in the help center.

02

Voice Perio Charting

Assistant-free, touch-free periodontal charting driven entirely by voice, covering full-mouth measurement capture and correction.

Touch-free perio charting with improved time efficiency, ergonomics and infection control. www.denti.ai

Mapped capabilities

4 capabilities

  • Perio measurement capture

    Spoken probing depths, recession, bleeding, and mobility land on the correct tooth and site.

  • Tooth and site navigation by voice

    Sequencing, jumping to a tooth or quadrant, and re-entry mid-chart without an assistant.

  • Voice correction and restatement

    Overwriting a mis-heard reading when the clinician restates it, without corrupting adjacent sites.

  • Charting notation conventions

    Use of standard dental charting symbols, surfaces, and perio notation shorthand.

Illustrative example

Input
Hygienist says: "Tooth three, distal buccal, three two four... correction, distal buccal five." No assistant is present and charting continues to the next tooth.
Expected behavior
The distal buccal reading on tooth 3 is replaced with 5 while the other captured sites on that tooth remain unchanged, and charting resumes at the next site in sequence rather than restarting the tooth.

03

Auto-Chart & Treatment Planning

Moving confirmed conditions and treatment codes into the practice management system with minimal clicks, plus treatment-plan construction.

Denti.AI patented* Auto-Chart reduces clicks by 70%, moving confirmed conditions and treatment codes directly into your PMS. www.denti.ai

Mapped capabilities

4 capabilities

  • Condition-to-code mapping

    Confirmed clinical conditions map to the correct treatment codes and surfaces.

  • Confirmation gating

    Only clinician-confirmed conditions are pushed; unconfirmed or speculative findings are held for review.

  • Treatment plan assembly

    Grouping and sequencing planned procedures into a coherent plan for presentation.

  • Clinical scope boundaries

    Declining to assert diagnoses or treatment decisions the clinician has not made.

Illustrative example

Input
Dentist says a lesion on tooth 14 occlusal "might be recurrent decay, let's watch it" and never confirms it, then triggers the one-click Auto-Chart push.
Expected behavior
No restorative code for tooth 14 is written to the practice management system. The finding is held as unconfirmed for clinician review, and the push reports what was and was not transferred.

04

AI Receptionist

24/7 inbound call handling that books appointments and resolves routine patient requests without front-desk involvement.

Denti.AI Receptionist answers calls 24/7, books appointments, and handles routine patient requests www.denti.ai

Mapped capabilities

4 capabilities

  • Appointment booking and rescheduling

    Capturing intent, patient identity, and slot selection through a voice conversation.

  • Routine request triage

    Answering hours, location, and common practice questions within what the practice has configured.

  • Escalation and handoff

    Routing clinical urgency, complaints, or out-of-scope requests to staff or support rather than improvising.

  • Caller identity and disclosure care

    Verifying the caller before discussing anything tied to a patient record.

05

PMS Integration & Data Write-Back

Writing notes and perio charts straight to the patient record across the supported practice management systems, with no double entry.

Denti.AI works inside the practice management systems you already use, saving notes and perio charts straight to the patient record. www.denti.ai

Mapped capabilities

4 capabilities

  • Correct patient record targeting

    Notes and charts save to the intended patient and appointment, not a similarly named record.

  • Cross-PMS behavior

    Consistent behavior across the named systems (Dentrix, Denticon, Open Dental, Eaglesoft, CareStack, Curve, and others listed).

  • Write failure and recovery

    Surfacing failed or partial writes so work is not silently lost and does not duplicate on retry.

  • Unsupported PMS handling

    Clear direction to sales for systems not on the current integration list, without implying coverage that does not exist.

06

Privacy, Claims & Commercial Boundaries

HIPAA-compliant handling of patient data, honest representation of product claims and clearances, and accurate answers about plans, tiers, and the accessory.

HIPAA compliant 256-bit encryption www.denti.ai

Mapped capabilities

4 capabilities

  • PHI handling in support contexts

    Avoiding unnecessary exposure or echo of patient identifiers outside the record.

  • Claim and clearance accuracy

    Statements about FDA clearance, the patent, HIPAA compliance, and encryption stay within what the product actually claims.

  • Plan and tier accuracy

    Install limits, included features, and monthly versus annual pricing reflected correctly per tier.

  • Accessory and prerequisite framing

    Correctly stating that the wireless microphone is an accessory requiring an active paid subscription.

Coverage is mapped from Denti.AI's public pages (8 crawled). Examples are illustrative, not real test cases. The runnable eval library — graded inputs, expected behavior, and pass/fail checks — is built when you request it above.

Frequently asked questions

What do the Corsac evals for Denti.AI test?+

The coverage map is generated from Denti.AI's own public product surface (dental AI documentation and voice charting platform): 6 scoring areas — Clinical Documentation (Scribe), Voice Perio Charting, and Auto-Chart & Treatment Planning, and more — spanning 24 mapped capabilities, each graded on adversarial robustness, workflow quality, safety gates, and operator quality once the library is built.

How are the Denti.AI evals scored?+

Every case generated for Denti.AI — across Clinical Documentation (Scribe) and Voice Perio Charting and the other mapped areas — is graded with pass/fail checks plus an LLM judge scoring 1–5 against its expected behavior, with critical-severity flags and negative controls. Only judge-passed evals are published.

How many test cases does the Denti.AI library include?+

The full Denti.AI library is built on request. The coverage map spans 6 areas and 24 capabilities (for example, Transcript-to-note fidelity and Template and specialty conformance under Clinical Documentation (Scribe)); each becomes graded test cases — inputs, expected behavior, pass/fail checks — in your Corsac workspace.

How do I run these evals against Denti.AI or my own agent?+

Request the library with your work email above. We'll build out all 6 mapped Denti.AI areas and set them up in a Corsac workspace, where you can run every test case against Denti.AI or your own agent with your own data.