The curated practitioner bench behind Kaia's regulated-industry AI.
Clients see the talent before they buy the product. Practitioners here reach the bench through one path — application, review, assessment, activation — and their corrections feed the same intelligence that runs the products they work on.
The bench Kaia is recruiting.
Representative profiles of the practitioner tiers 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.
One path onto the bench.
There is no self-serve tier and no instant listing. Every practitioner on the bench came through the same recorded lifecycle — and every applicant can track exactly where they stand in it.
Apply
Pick your track and verticals and tell us how you work. Your application becomes a recorded lifecycle entry the moment you submit.
Review
A Kaia platform reviewer evaluates role fit, vertical fit, and delivery intent. Every decision is recorded and audited.
Assessment
Track-specific screening inside your applied verticals — no path skips it, and no result below the bar advances.
Activation
Approved practitioners enter the curated pool at the Vetted tier. Standing beyond that is computed from reviewed work, never granted.
Work where your judgment compounds.
Kaia practitioners review real regulated work — and every correction they make becomes part of the client's own improving system. Apply with your track and verticals; your application enters review and you get a private tracking link for every step.
Start your application