Custom healthcare AI, delivered as a single pipeline your compliance officer will sign off on.
ML Health AI builds software that fits the problem exactly, not approximately. Every service below is delivered under a single engagement, on a single audit trail — tailored to your data, your EMR, and your compliance posture.
Service 01 · Extraction
OCR — purpose-built for clinical paperwork.
Trained on 11 million+ clinical documents including handwritten requisitions, carbon-copy faxes, and legacy EMR exports. Every extracted field carries a confidence score and a pixel-region link back to the source document.
What it reads
Lab requisitions (all major forms + custom)
Physician handwriting, including signatures
Faxed referrals with toner streaks and skew
Multi-page packets and stacked scans
How it's verified
Confidence score per field (> 0.92 auto-approves)
Pixel-region provenance for every value
Human-in-the-loop queue for ambiguous cases
IEC 62304 Class B software component
0.976F1 on 48k test docs
14k pages/minsustained throughput
ENlanguage supported
< 8savg. extraction time
Service 02 · Verification
Eligibility — insurance checked before the tech touches the specimen.
Every requisition is run against the patient's live insurance record before it reaches your accessioning team. Coverage gaps, terminated policies, and out-of-network flags surface at intake, not at billing.
Checks performed
270/271 real-time eligibility inquiry
Active coverage, deductible, and copay
In-network / out-of-network by CPT
Secondary and tertiary coverage discovery
Integrations
Availity, Change Healthcare, Waystar
Direct connections to 280+ payers
Medicaid eligibility across all 50 states
FHIR Coverage resource write-back
280+payers connected
3.1savg. 270/271 response
99.1%first-pass eligibility
24/7automated re-checks
Service 03 · Orchestration
Balancing & distribution — every requisition reaches the right bench.
A rules-based orchestration engine routes each verified requisition by test code, payer, geography, courier schedule, and current lab load. Automatic failover keeps specimens moving when an upstream lab goes down.
RCM — billing data is captured at intake, not reconstructed at claim.
We assemble the full billing record — insurance, diagnosis codes, ordering provider NPI, medical necessity — the moment a requisition arrives. Your RCM platform receives clean, claim-ready data; denials drop, days-in-AR compress.
What we capture
ICD-10 diagnosis codes from the requisition
CPT mapping by ordered test
Medical necessity flags and LCD/NCD checks
Patient demographics, guarantor, and address
Outcomes
Denial rate: typically down 34% in first 90 days
Days-in-AR: typically down 18–22%
Clean-claim rate: 94%+ at first submission
Write-offs from missing-data denials → near zero
−34%denial rate
−18%days in A/R
94%clean-claim rate
$8.40recovered per doc (avg.)
Service 05 · Compliance
Pre-authorisation — paperwork assembled before the reviewer opens the case.
Pre-auth and prior-auth packets for high-complexity testing are assembled, submitted, and tracked automatically. Medical directors open a case that's already sorted; regulatory turnaround clocks stay well inside SLA.
Electronic submission via 278 / portal / fax fallback
Status polling and approval write-back
Built for
High-complexity molecular and genomic panels
Imaging orders with prior-auth-heavy payers
Specialty pharmacy referrals
Medical-necessity-driven lab testing
−78%decision time
82%auto-approved PAs
0SLA-missed PAs (FY25)
278 · portal · faxsubmission channels
Service 06 · Frontline workflow
Augmented reality — overlay verified data on physical documents.
A head-mounted or tablet-based AR layer for accessioning benches. Staff look at a physical requisition and see extracted fields, reconciliation flags, and the right bench-destination floating in their field of view — hands-free, PHI-safe, and fully audit-logged.
What it shows
Extracted fields overlaid on the physical document
Reconciliation conflicts highlighted in place
Specimen label + bench destination in view
Voice confirm / reject for each flagged field
Hardware supported
Apple Vision Pro (enterprise managed)
Microsoft HoloLens 2
iPad Pro with LiDAR (tablet-AR mode)
Bench-mounted camera + monitor (no headset)
−52%accessioning time per req
0 PHIever leaves the device
Hands-freevoice confirm workflow
Pilotcustomers wanted · Q3 2026
Get started
Want to see this on your own documents?
Bring 500 sample requisitions. We'll extract, verify, route, and PA-check them against your EMR in a sandbox — before you sign anything.