One platform, eight products, three primitives. Every product routes to every other. This is the fleet.
Eight Products
Most AI companies build one product and hope it scales. CANONIC built a fleet: eight governed conversation services, each specialized for a domain, each drawing from its own evidence base, and each capable of routing to any other when the question crosses a boundary. A breast cancer patient who asks about genomic testing does not get a generic response; MammoChat routes to OmicsChat, which classifies the variant against ClinVar and returns the ACMG/AMP tier. A law student who asks about clinical trial liability does not get a hallucinated answer; LawChat routes to OncoChat, which returns the NCT number and the trial design, then LawChat applies the regulatory framework.
The fleet is not eight separate products sharing a brand. It is one governed platform with eight specialized surfaces.
| Scope | Domain | Audience | Evidence Sources | Tier |
|---|---|---|---|---|
| MammoChat | Breast health | Patients, radiologists, navigators | NCCN, ACR BI-RADS, mCODE, ClinicalTrials.gov | FREE |
| MedChat | General medicine | Public, residents, caregivers | CDC, WHO ICD-11, USPSTF, AHA, ADA | FREEMIUM |
| OncoChat | Oncology staging | Fellows, patients, clinical staff | NCCN (60+), AJCC 8th ed., mCODE, ClinicalTrials.gov (10K+) | FREEMIUM |
| OmicsChat | Precision medicine | Molecular tumor boards, genetic counselors | ClinVar (2M+), GEO (200K+), PharmGKB, COSMIC, ACMG/AMP | FREEMIUM |
| CaribChat | Caribbean cancer | Caribbean patients, clinicians, ministries | CAOH, CARPHA, NCCN Resource Stratification, PAHO/WHO | FREE |
| LawChat | Legal intelligence | Students, counsel, compliance officers | USC Titles 1-54, Federal Register, SCOTUS, 50 state codes | FREEMIUM |
| FinChat | Financial intelligence | Students, analysts, CPAs | FRED (800K+), SEC (7 filing types), IRS, FINRA, CMS | FREEMIUM |
| RealTalk | Real estate | Buyers, agents, investors | MLS, county records, zoning, market analytics | FREEMIUM |
Three Primitives
Every product in the fleet composes three primitives, and only three. INTEL is the governed knowledge that sources every claim. CHAT is the conversation surface that delivers the knowledge to the user. COIN is the economic receipt that records the work. No product ships without all three. No claim surfaces without INTEL backing it. No conversation happens without COIN recording that it happened.
This composition is not a design pattern; it is a constraint. The architecture enforces it. A product that tries to answer without evidence fails validation. A product that answers without minting COIN fails the ledger check. The primitives are not optional features; they are structural requirements, and that structural enforcement is what makes the fleet governable at scale.
The Cross-Routing Matrix
The fleet’s distinctive capability is cross-routing: the ability of any product to hand off to any other when the question leaves its domain. This is not a redirect or a “try our other product” upsell. It is a governed handoff where the receiving product inherits the conversation context, applies its own evidence layer, and returns a sourced response.
| From → To | When |
|---|---|
| MammoChat → OmicsChat | Patient asks about HER2 variant classification or genomic testing |
| MammoChat → OncoChat | Question involves staging, TNM, or multi-cancer comparison |
| OncoChat → FinChat | Patient or fellow asks about treatment costs, CPT codes, or RVU |
| OmicsChat → LawChat | Genetic counselor asks about GINA compliance or informed consent |
| LawChat → FinChat | Attorney asks about SEC filings, securities regulation, or tax law |
| CaribChat → MammoChat | Caribbean patient needs US-standard breast health evidence |
| MedChat → OncoChat | Primary care question escalates to oncology staging |
| FinChat → LawChat | Financial question crosses into regulatory compliance |
Every route is governed. Every handoff is on the ledger. The patient never sees the seam.
The Evidence Base
The fleet draws from governed evidence sources that, in aggregate, represent one of the largest structured clinical and regulatory knowledge bases available through a conversation interface.
| Domain | Scale |
|---|---|
| Patient interactions | 20,000+ governed |
| Genomic variants | 2,000,000+ (ClinVar) |
| Gene expression series | 200,000+ (GEO) |
| Economic time series | 800,000+ (FRED) |
| Oncology clinical trials | 10,000+ (ClinicalTrials.gov) |
| Clinical practice guidelines | 60+ (NCCN) |
| Federal statutes | USC Titles 1-54 |
| SEC filing types | 7 (10-K through Form 4) |
| US metro areas served | 40+ |
| Enterprise hospitals | 51 |
These numbers are not marketing claims. They are the governed evidence sources that back every response in the fleet.
Figures
| Context | Type | Data |
|---|---|---|
| post | flow-chain | nodes: INTEL → CHAT → COIN × 8 Products |
Sources
| Source | Reference |
|---|---|
| TALK Fleet | hadleylab.org/services/talk/ — 8 scopes governed |
| MammoChat | hadleylab.org/talks/mammochat/ |
| CaribChat | hadleylab.org/talks/caribchat/ |
| CANONIC | canonic.org |
| Hadley Lab | hadleylab.org |
| *BLOG | FLEET | ONE PLATFORM, EIGHT PRODUCTS, THREE PRIMITIVES. | 2026-02-15* |