Verifier layer · Healthcare AI loops

Every AI-generated clinical output needs a physician's signature.

ClinicalSwipe is the verifier layer for healthcare AI loops. AI generates outputs. NPI-verified physicians review in their specialty, earn $12–$400 per review, and return a signed, legally defensible record. No shifts, no minimums.

Case · Home Care Eligibility · Internal Medicine
AI-Generated Care Assessment
AI Output Patient meets clinical criteria for skilled home nursing. Fall risk score 4/5. Cognitive assessment indicates early-stage impairment. Recommend 3x/week RN visits.
Reject
Revise
Approve
This review: $48 · est. 4 min
June 2026 — the vocabulary cascade

The dominant AI pattern in 2026 is loops with verifier sub-agents. In healthcare, the verifier sub-agent is a physician.

Anthropic's Boris Cherny — the engineer who built Claude Code — published the framework in The New Stack on June 10: "I write loops; the loops do the work," with sub-agents for independent verification and the named risk of comprehension debt when unattended loops make decisions without human eyes. Anthropic's $350M economic-policy paper landed June 11. Axios C-Suite (Jim VandeHei), June 15: "Smart judgment is arguably the most important talent right now."

ClinicalSwipe is the operational answer to that vocabulary in healthcare. Every AI-generated clinical output runs through a licensed, NPI-verified physician who signs under their own name. The judgment is the moat. The signed record is the artifact that ships. The 7-year audit trail is the protection. No clinical loop reaches a patient without a human who actually read it.

The pattern
Loops + verifier sub-agents — engineering canon, June 2026.
The risk it names
Comprehension debt — AI loops drift when no human verifies.
Healthcare's eliminator
A physician who reviews and signs. That is ClinicalSwipe.

Sources: Boris Cherny via Janakiram MSV, The New Stack, June 10 2026 · Anthropic Economic Policy Framework, June 11 2026 · Axios C-Suite (Jim VandeHei), June 15 2026.

For physicians

Your license is an asset. Put it to work.

Matched to your specialty and NPI

We verify your license and specialty against the CMS NPPES registry before you receive a single case. You see clinical outputs in your scope — not random tasks. An orthopedic surgeon reviews prior auths, not pediatric discharge instructions.

$12–$400 per review, you keep 70%

A routine ambient scribe review pays $12–$40. A complex prior authorization or care plan pays $100–$400. Most reviews take 3–8 minutes. We take 30% and handle all billing, collections, and payments. Weekly direct deposit.

No shifts. No minimums. No liability gap.

Review between patients, on evenings, or weekends. Every review is covered by malpractice insurance through The Doctors Company. You are attesting documents — not treating patients. Scope of work is defined clearly in the reviewer agreement before you start.

The size of the wave

Every AI-generated clinical output needs a human signature. No one has built the marketplace for that — until now.

Ambient scribes alone generated $600 million in 2025 — the fastest-growing category in healthcare AI. Coding and billing automation added $450 million. Every one of those outputs has the same problem: an AI generated it, but a physician must stand behind it. Regulatory risk, payer audits, and malpractice exposure all turn on that signature. ClinicalSwipe is the marketplace that matches the output to the physician.

$600M
Ambient scribe revenue — 2025

2.4× year-over-year growth. Every output requires physician attestation to be billable. Menlo Ventures 2025 State of AI in Healthcare.

$450M
Coding & billing automation — 2025

AI-generated codes are rejected by payers without physician review. Each denied claim is an attestation gap. Menlo Ventures 2025.

$37B
Global AI healthcare market — 2025

Growing at 38–40% CAGR. North America holds 54% of global market share. Grand View Research 2025.

Sources: Menlo Ventures 2025 State of AI in Healthcare · Grand View Research AI in Healthcare 2025 · Statista Healthcare AI Market 2025

What you're reviewing

Each review is an AI-generated clinical output — a care assessment, prior authorization draft, diagnostic suggestion, or care plan. Your job is to evaluate it for clinical accuracy in your specialty, then approve, revise, or reject it with a brief rationale.

Your attestation creates a legally defensible record and improves the underlying AI model. Every review is timestamped and signed under your NPI. Under the standard of care emerging in 2025–2026, an unsigned AI output is not a clinical output — it is a liability.

What a review looks like

One case, start to finish — the same example shown in the card above:

1 · A document arrives

AI-generated care assessment

Submitted by an AI company through the API and routed to you because it matches your specialty.

Case · Home Care Eligibility · Internal Medicine
2 · You review it

Approve, revise, or reject

Evaluate it for clinical accuracy as you would any clinical document, and add a brief rationale (2–3 sentences). Most reviews take 3–8 minutes.

This review: $48 · est. 4 min
3 · A signed attestation returns

Timestamped under your NPI

Your decision becomes a legally defensible record, returned to the submitting company with a 7-year audit trail. Weekly direct deposit.

Signed · sealed · auditable

Reviews pay $12–$400 depending on document type and specialty — routine ambient scribe reviews at the low end, complex prior authorizations and care plans at the high end.

Two ways an attestation pays

Every review you sign sits in one of two economies.

Same swipe, same NPI. What changes is who pays and which rules apply — and that determines whether an attestation is clean or a compliance problem. So every document in your queue is labeled with its economy before you decide.

Cash · live today

LMNs, lab orders, prior authorization

A patient or a platform pays directly — no Medicare dollar is touched, so the Anti-Kickback Statute doesn’t apply. A letter of medical necessity unlocks HSA/FSA spending under IRS §213(d). No enrollment, no waiting: this is the fastest path to your first paid review.

See a real LMN review →
Federal · the recurring engine

Medicare care-management attestations

Chronic care, remote monitoring, advanced primary care management. These bill under your NPI through the physician group — the platform charges a flat per-review fee, never a share of collections, the only Anti-Kickback-clean structure. Recurring every month a patient stays enrolled.

See rates by specialty →
The moat

The signature isn’t the asset. The documented decision is.

Rubber-stamp telehealth approves almost everything — which is exactly what fails an IRS, payer, or board audit. Here, every decision is timestamped under your NPI, and a rejection can’t be filed without a documented clinical reason. A real review — including a real “no” — is the record that holds up.

How the audit trail works →
Earnings by specialty

What physicians in your specialty earn

Rates reflect current marketplace demand. Higher-demand specialties command higher per-review rates. Time estimates are per review, excluding brief rationale.

Specialty Per review Typical time Common tasks
Internal Medicine / Family Medicine $25–$150 3–6 min Care assessments, chronic disease management plans, home care eligibility
Orthopedic Surgery $60–$300 4–8 min Prior authorizations, post-op care plans, RTM clinical interpretations, surgical appropriateness reviews
Cardiology $80–$350 5–10 min Cardiac risk stratification, medication management reviews, diagnostic suggestions
Endocrinology $50–$250 4–8 min Diabetes management plans, CGM/insulin protocol reviews, metabolic care assessments
Psychiatry / Behavioral Health $60–$280 5–10 min Prior authorizations for medications, care plan reviews, diagnostic suggestion validation
Geriatrics / Palliative Care $80–$300 6–12 min Skilled nursing eligibility, home care plans, letters of medical necessity, advance directive reviews
Radiology $40–$200 3–7 min AI-generated impression validation, report accuracy review, clinical correlation checks
Emergency Medicine / Urgent Care $30–$180 3–6 min Triage assessments, discharge instruction reviews, acute care diagnostic validations

Ranges reflect current marketplace rates. Actual earnings depend on case volume and reviewer quality score. All specialties considered — the table reflects highest-demand categories at launch.

Estimate your earnings. Then do a review.

Two things every physician wants before they apply: what could I make, and what does the work actually feel like? Both, right here. No signup.

Reviewer earnings estimator

Pick your specialty and how many reviews you would do on a typical day. We use the midpoint of the current published rate for that specialty, and show your take-home after the 30% platform fee.

6 / day
1A few between patients25
4 / week
1Evenings & weekends7
Avg. review value (specialty midpoint) $110
Your share (you keep 70%) $77
Est. time / week ~2.4 hrs
Estimated monthly take-home $7,400
Annualized $88,800

Illustrative only. Actual earnings depend on case availability in your specialty, your reviewer quality score, and how many cases you choose to accept. Rates reflect current marketplace demand and can change. This is not a guarantee of income.

Review queue · demo Case 1 of 3

This is the real review surface. You read the AI output, check the flag, write a one-line rationale, and decide. 3–8 minutes each in practice.

How it works

From apply to first payment

1

Apply with your NPI

Enter your 10-digit NPI. We verify your license, specialty, and board certification through NPPES. Most approvals complete within 48 hours.

2

AI companies submit outputs to the queue

Companies using AI to generate clinical content submit it through our API or MCP connector. Cases are routed to physicians in the matching specialty.

3

You review — approve, revise, or reject

The review interface shows you the AI output and relevant patient context. You evaluate it as you would any clinical document, add a brief rationale (2–3 sentences), and submit your decision.

Most reviews take 3–8 minutes. Complex prior authorizations and care plans run 8–12 minutes. You set your own pace — there is no time pressure per review.
4

You earn, the record is sealed

Payment is deposited to your account. Your attestation is timestamped, signed, and returned to the submitting company with a 7-year audit trail. We take 30% — no subscription, no upfront fee.

Who can review

ClinicalSwipe accepts board-certified and board-eligible physicians across all specialties. US license required. Reviews are matched to your specialty — you will not receive cases outside your clinical scope.

Active US medical license (MD or DO)
Board certification or board eligibility
Valid NPI (NPPES-verified)
No active license sanctions or restrictions
What your time is actually worth here

ClinicalSwipe pays you for judgment, not time-in-chair.

A prior authorization review takes 8–12 minutes in practice. At the midpoint rate for orthopedic surgery ($180), that is $900–$1,350 per hour — for work you are already qualified to do, without a patient encounter, without an exam room, and without adding to your malpractice exposure for clinical decisions. The math below assumes a hospitalist or internist at the midpoint of our Internal Medicine/Family Medicine rate.

Scenario Reviews/week Time/week Monthly take-home (70%)
Between patients — IM/FM 6/day × 3 days ~1.5 hrs ~$1,600
Evening shift — Orthopedic Surgery 8/day × 4 days ~5.5 hrs ~$7,200
Weekend only — Cardiology 12/day × 2 days ~4 hrs ~$5,800

Illustrative. Uses specialty midpoint rates and 70% take-home after 30% platform fee. Actual earnings depend on case volume in your specialty, your quality score, and review acceptance rate. Not a guarantee of income.

Two audiences

Physicians earn. AI companies stay compliant.

For physicians

Review and earn

Apply with your NPI. Get matched to cases in your specialty. Review on your schedule. Earn $12–$400 per review. Free to join — we only take 30% when you earn.

Apply to review →
For AI companies

The attestation layer you're missing

Submit AI-generated clinical outputs via REST API or MCP connector. ClinicalSwipe routes each output to a matched, NPI-verified physician. You get back a signed attestation with full audit trail — 7-year retention, payer-defensible, ready for billing.

Ambient scribes. Prior auths. LMNs. Care plans. Diagnostic suggestions. If your AI generates it, a physician must sign it.

Scan your clinical copy free →
the three audit programsget the API docs
API access request

Get the integration docs.

Leave your work email. We’ll send the REST API spec, MCP connector config, and attestation schema. No sales call required.

Current demand by specialty

Where physicians are needed right now.

Volume shown is illustrative of projected review mix based on ClinicalSwipe's pipeline and healthcare AI adoption patterns — not live queue data. Actual demand will be confirmed at onboarding.

Apply to review in your specialty →

Pricing — for physicians

Free to join. We take 30% of each review fee — no subscription, no minimum commitment, no upfront cost. You keep 70%.

$12 – $400
per review, depending on specialty and complexity

Enter your NPI. We verify in real time.

NPI verification against the CMS NPPES registry takes under 30 seconds. Full onboarding under 48 hours. No credentialing committee. No 90-day panel process.

Active US MD or DO license required. All specialties accepted. Malpractice covered from day one.

ClinicalSwipe facilitates physician review of AI-generated clinical outputs. It does not provide medical advice or clinical decision support. All attestations are the responsibility of the reviewing physician. ClinicalSwipe is not a healthcare provider and does not bill Medicare or Medicaid directly.