Industries
Built for distributed operations — not a single industry.
The determining unit isn't your sector or your location count — it's recurring consequential decisions and central coordination. The same governed-decision engine serves every operation below; each door is that engine tuned to your world.
Already running autonomous agents? Chairfirst governs them — it competes with none of them.
The fit test
Is my operation a fit?
Chairfirst fits operations with the topology below. If that’s you, the industry is secondary.
- Multiple locations
- Recurring consequential decisions
- A shared financial or operating objective
- Decentralized human authority
- Multiple AI agentsMany actors — human and AI — making consequential calls that need one bounded authority.
- Several systems of recordAuthority has to hold across them, not inside any one of them.
- Improvement that compounds across sites
One engine, many front doors
Same engine, tuned per industry.
Each door carries its own decision library, benchmark inputs, and value model — EBITDA for operating businesses; NOI ÷ cap rate for property. Pick your world:
Restaurants, retail & hospitality
LiveComp/refund, promo-pricing, staffing and inventory exceptions across locations.
Open the estimator →Distribution, industrial & 3PL
In buildExpedite and carrier-lane exceptions, credit holds, overtime and SLA calls across sites and shifts.
Open the door →Real estate & property
LiveLeasing, recovery and operating decisions that move NOI — commercial, multifamily, self-storage.
Open the estimator →Healthcare
In buildStaffing, supply and billing-exception approvals across offices.
Administrative and financial only — never clinical judgment.
Open the door →Education
In buildTuition and aid exceptions, staffing, procurement and enrollment across campuses.
Administration only — never disciplinary or educational judgment.
Open the door →Fitness, wellness & personal care
In buildMembership and pricing, staffing, and vendor decisions across studios and sites.
Open the door →Real estate and restaurants are live today. The remaining doors are in build — each one ships with the same pattern: a value estimator in that industry’s language, its decision library, and a downloadable worked example. Until a door opens, talk to us about it — write to [email protected] and we’ll walk your operation with you directly.
Not listed?
The determining unit is decisions and coordination, not the label on your door. Tell us about your operation.