Kaia Ecosystem
Contribute expertise. Build on intelligence.
Kaia's ecosystem brings together Kaia-vetted practitioners, delivery partners, and builders around the same self-improving Intelligence Engine. Participation is curated by design: every practitioner, partner, and builder operates on the live product and portal foundation, and every contribution compounds the same engine.
For Builders & Design Partners
Builder Participation Path
Start from the process contracts, benchmark posture, and platform foundations every Kaia product runs on. Builder entry is curated and relationship-led — design partners work directly with Kaia on real regulated processes.
Vertical Solution Templates
Reference product foundations across ten regulated business processes. Builder participation starts from Kaia-owned process contracts, not from blank-canvas publishing.
Guided integration design
A published, governed platform API — OpenAPI, webhooks, MCP, and A2A — ships to contracted organizations today. Builder participation runs through design review, process-fit assessment, and curated integration planning; the self-serve developer hub and open app listing follow on the roadmap.
Shared operating standards
Builders, delivery partners, and practitioners align to the same quality, correction, and benchmark posture — one operating standard across the entire ecosystem.
Future distribution path
Marketplace distribution follows the proven operating model. Participation today is curated and relationship-led — the builders who shape the standard now are positioned first when distribution opens.
How Builders Engage Today
Design partners build on the platform directly
Kaia ships a published, governed platform API — OpenAPI, webhooks, MCP, and A2A — to contracted organizations today. Builder participation is curated design and delivery partnership: process fit, benchmark posture, and operating controls defined with Kaia directly. The self-serve developer hub, API keys, and open app listing follow on the roadmap.
The Self-Improving Loop
Every participant makes the ecosystem smarter.
Practitioner contributions improve the Intelligence Engine, better models improve product outcomes, and delivery partners and builders amplify that loop across the ecosystem. Kaia grows from a real operating surface so the ecosystem compounds something proven, not something hypothetical.
Practitioner Contributions
Kaia-vetted practitioners review, correct, and validate AI outputs inside curated regulated process work.
Intelligent Routing
Corrections are classified and routed to the appropriate learning layer: prompt, knowledge, model, reward, or architecture.
Model Improvement
The Intelligence Engine adapts. Accuracy benchmarks improve. Confidence thresholds are recalibrated per vertical.
Ecosystem Benefit
Every client, builder, and delivery partner benefits from compounding intelligence across every Kaia vertical.
For System Integrators & Delivery Teams
Implementation & Delivery
This is the partner operating model for system integrators and managed delivery teams joining Kaia. Access is curated: partners onboard against the live platform with defined delivery controls and shared operating standards.
The non-compete pledge
We don't compete for a dollar of the services revenue. Partners own discovery, change management, integration, and operate/managed services. Kaia owns productization, the pre-trained vertical model, the benchmarks, and the evidence pack.
Partner Intake & Scoping
Define where partner-led implementation fits, starting from regulated process requirements, delivery scope, and platform constraints.
Activation & Delivery
Activate partner operating access, delivery controls, and practitioner participation through curated onboarding and shared operating standards.
Operate & Improve
Run managed services and optimization loops on top of the live platform with benchmark visibility, correction feedback, and escalation paths built in.
What Delivery Partners Align To
For Clients & Domain Specialists
Kaia Vetted Practitioners
Certified domain specialists are central to Kaia's operating model — the people behind the pre-trained vertical products. Clients browse the certified bench below; practitioners join through a curated application, assessment, and activation path.
The certified bench, by vertical.
Kaia's founding practitioner bench across the launch verticals. Tiers shown are Kaia's real progression ladder — standing is computed from reviewed platform work, never granted — and every new practitioner enters through the same application, assessment, and activation path.
Maren Vasquez
eDiscovery & Privilege Review
Leads large-matter privilege review programs end to end — first-level review lanes, privilege log discipline, and production QC across complex commercial litigation.
Tobias Lindqvist
Legal Hold & Preservation
Runs defensible legal-hold and preservation programs: custodian interviews, ESI protocol negotiation, and collection scoping for regulated enterprises.
Adaeze Okonkwo
Regulatory Response & Second Requests
Directs document review under regulatory deadlines — HSR second requests, subpoena response, and privilege escalation paths including crime-fraud referral triage.
Devika Raghunathan
TAR & Review Analytics
Oversees technology-assisted review workflows: model training rounds, elusion sampling, and defensibility documentation for TAR-driven productions.
Callum Whitfield
SEC Reserves Disclosure
Prepares and reviews SEC reserves disclosures — Reg S-K Subpart 1200 tables, changes-in-proved roll-forwards, and PRMS-to-SEC category alignment for filers.
Ingrid Halvorsen
Reserves Estimation Review
Reviews reserves estimates for classification discipline: decline-curve reasonableness, proved-category fences, and standardized measure (SMOG) support.
Rafael Quintana
Reservoir & Economics QA
Quality-assures reservoir inputs and economic runs behind reserves cases — price-deck application, working-interest math, and audit-ready support schedules.
Yuki Tanimoto
Payer Claims Adjudication
Operates the payer claims lifecycle — 837 intake through adjudication and 835 remittance — with deep practice in edit resolution and adjustment reason handling.
Rosalind Mbeki
Payment Integrity & FWA Review
Disposition-reviews fraud, waste, and abuse flags on payer claims: exclusion screening, aberrant-billing pattern review, and documentation for SIU referral.
Henrik Barros
Medical Policy & Prior Authorization
Applies NCD/LCD and plan medical policy to coverage decisions; runs prior-authorization review queues with clinical-criteria documentation discipline.
Priya Chandrasekhar
Claims QA & Appeals
Audits adjudicated claims for payment accuracy and runs appeals workflows — overturn analysis, remediation routing, and audit-trail completeness.
Lars Bergström
AP Controls & Segregation of Duties
Designs and operates AP control frameworks: three-way match policy, record/authorize/execute segregation, and duplicate-payment analytics programs.
Noor El-Amin
Sanctions & Vendor Screening
Runs vendor-master governance and payment-time sanctions screening dispositions — OFAC/SDN match review, escalation records, and release documentation.
Camila Duarte-Reyes
Invoice-to-Pay Exceptions
Clears invoice-to-pay exception queues at enterprise scale: X12 810/820 handling, match-exception root cause, and GR/IR reconciliation practice.
The progression ladder
Vetted
Complete Kaia platform training and vertical-specific assessment. Begin contributing corrections that improve models for your industry.
Expert
500+ verified corrections. Demonstrated domain mastery inside live Kaia process work. Eligible for curated implementation and managed-delivery programs.
Master
Top contribution tier with verified quality impact. Shapes platform playbooks, mentors new cohorts, and helps define the next operating standard for the Intelligence Engine.
Corrections strengthen the platform
Every practitioner correction flows through the five-layer Intelligence Engine. Domain knowledge becomes compounding platform intelligence instead of disappearing at the end of an engagement.
Curated operating access
Participation is curated around regulated business processes, platform fluency, and verified contribution quality. Practitioners operate real regulated work, with standing that grows as their contributions compound.
Transparent contribution records
Contribution tracking and vetting progression are built around one standard: show who improves the platform, which programs they are ready for, and how operating quality matures over time.