Dental colleges
You gain
FREE* education & research platform
Student training and testing, blinded thesis IOA studies with
agreement statistics and Fleiss' κ computed live, exports and a ready
citation block — in perpetuity for collaborating colleges.
Publication-ready statistics
Pairwise agreement tables, per-term κ, dataset and CSV
exports — the dissertation's methods and results sections, ready to cite.
Research support
The entire AI model can be made available to
collaborating partners to support research initiatives in several
ways:
1. As a characterised measurement instrument — the AI annotates
whole film cohorts overnight, exporting structured data with its published
error.
2. As a reader in agreement studies — test whether the AI is
non-inferior to a postgraduate.
3. As a cohort-builder — search archives
by finding and assemble study material in minutes.
Royalties & co-authorship
Every contributed image is ledgered to its institution;
dataset royalties and co-authorship on the validation papers follow the
ledger, provably.
You bring
Dataset contributions
Annotated teaching archives under MoU, with your ethics
committee's approval — revocable at any time, provenance kept per image.
Annotations
PG and UG reads from everyday academic work — thesis studies
and exercises double as training data, credited to their readers.
Verification
Faculty second-reads are the platform's quality floor:
nothing trains a model until a senior reader has stood behind it.
Radiologists & labs
You gain
FREE* AI reading workbench
The models pre-read every film — outlines, FDI numbering,
proposed findings — so your time goes into judgement, not drawing.
Share readings by link
Send any reading to any dentist as a link; they view,
annotate and file it to their patient record — no installs, no DVDs.
Named credit & royalties
Every verified read is ledgered to its author; dataset
royalties follow the ledger, and the public credits page names you.
You bring
Dataset contributions
Historical archives, suitably consented — the expert-read
films that teach the models the hard cases.
Annotations
Expert reads and second opinions, entered in the same
workbench you use for daily work.
Verification
Reviewing contributed annotations as a senior reader —
agree, disagree with a written reason, or read blind.
Dentists & surgeons
You gain
FREE* web PMS with AI assistance
Patient records, filed readings and reports in one place,
with the AI assisting at every film — and the dentist always deciding.
AI diagnosis assistant
Findings arrive as questions to confirm, never verdicts —
outlines, numbering and flagged regions on your own films in under a
minute.
Royalties
Consented films and confirmations are ledgered to your
practice; dataset royalties follow the ledger.
You bring
Dataset contributions
Everyday films from real practice, under patient consent —
the distribution the models must master.
Annotations
Your confirm / reject on each AI suggestion is itself a
label — daily practice quietly teaches the next model.
Researchers & regulators
You gain
Provenance-clean Indian datasets
Licence, consent and lineage per image — datasets you can
publish on and defend, built from Indian films.
Live validation platform
Benchmark against deployed models with co-authorship on
the studies — a market-running system to validate methods on.
Research support
The entire AI model can be made available to
collaborating partners to support research initiatives in several
ways:
1. As a characterised measurement instrument — the AI annotates
whole film cohorts overnight, exporting structured data with its published
error.
2. As a reader in agreement studies — test whether the AI is
non-inferior to a postgraduate.
3. As a cohort-builder — search archives
by finding and assemble study material in minutes.
The audit trail AI in health needs
Every model records what it trained on; every suggestion is
versioned; every human decision is ledgered — regulation's asks, built in.
You bring
Methods & benchmarks
Algorithms, validation studies and named test sets that
raise the bar for everyone on the platform.
Standards & oversight
What good AI in dentistry means — taxonomies, thresholds
and the rules the fraternity agrees to hold itself to.