What happened
Kenya’s Social Health Authority (SHA) replaced the National Health Insurance Fund in 2024. It pays hospitals and clinics for treating its members.
It was reported that the National Assembly’s Departmental Committee on Health visited hospitals and clinics to examine how the authority was spending its funds and what problems facilities were facing. Its report was adopted on 27 November 2025.
The committee heard from facilities struggling with the claims system. One nursing home said: “The AI-driven system frequently flags legitimate claims as fraudulent, while some rejections are communicated months later, far beyond the legally stipulated 90-day period, leaving facilities unable to resubmit claims in time.”
What an auditable version would have shown
The committee raised concerns about hospitals being denied payments without enough human oversight.
Its report stated: “The increasing reliance on AI-driven claim processing and approvals without sufficient human oversight has led to unjust denials, causing significant financial strain on facilities.”
One hospital asked for human oversight to be brought back alongside the AI system. It also wanted the 90-day payment rule enforced for approved claims.
The report does not say how many claims were wrongly rejected or how much money was involved.
An auditable record would show why each claim was rejected, whether a person reviewed the decision and when the hospital was told.
Where the gap was
The government gave a different account. It was reported that on 27 February 2026, the Health Cabinet Secretary said claims worth about 12.7 billion shillings “were flagged, rejected, and unpaid by our new digital gatekeeper.”
The committee, however, found that relying on AI without enough human oversight had led to unjust denials and left hospitals under financial strain.
A ConstraintGate is designed to check an action against declared rules before it goes ahead, such as a rule that a rejection must reach the facility within the legal time limit and go to a person for review when the facility disputes it.
A ConductRecord keeps each claim decision, the reason given, who reviewed it and when the facility was told.
ConstraintGate and ConductRecord are Headlights designs.
What governance should have looked like
The Star reported that the committee called for “human verification for all AI-flagged claims within 45 days”. It also wanted hospitals to be told why a claim was rejected and given a chance to resubmit it through the digital portal.
That wording could not be found in the copy of the committee’s report reviewed, so it remains attributed to The Star.
The findings came from Parliament, rather than a court or regulator. As of 4 October 2026, the sources reviewed showed no published audit of the system’s rejected claims.
For hospitals relying on these payments, best practice would be to have a person review disputed claims, explain why they were rejected and give hospitals enough time to resubmit them.
Failure Pattern: according to a Kenyan parliamentary committee, a national health insurer relied on AI to process and approve hospital claims without sufficient human oversight, leading to unjust denials.
Governance Principle: an insurer that uses AI to reject claims should keep a person able to review each rejection and should tell the claimant in time to respond.
The reference implementation of ConstraintGate and ConductRecord is open source. It lives at github.com/saffronandindia/headlights-oss, Apache 2.0 licensed and free to install. The repository is public now.
Sources
- Report on the Assessment of Social Health Authority (SHA) Utilization of Funds Disbursed Since Inception and Challenges Faced by Facilities (National Assembly of Kenya, Departmental Committee on Health, adopted 27 November 2025)
- AI system flaws push SHA into chaos, MPs say in explosive report (The Star, 4 December 2025)
- Health Cabinet Secretary approves foreign hospitals for SHA referrals (Citizen Digital, 27 February 2026; headline paraphrased to remove a name)