Prospective & Retrospective Coding
Suggest, validate, and rank ICD-10-CM codes with HCC impact, RAF delta, and rule-level rationale — pre-visit through post-encounter.
S7 Intelligence is a knowledge-centric AI and Machine Learning company delivering the industry's most defensible Risk Adjustment coding, HCC capture, and RAF scoring — grounded in a clinical knowledge graph, not model guesses.
S7 Intelligence unifies coding, validation, RAF, and audit around a curated clinical knowledge graph — so every recommendation is explainable, every code is defensible, and every dollar of revenue is traceable back to a source.
Suggest, validate, and rank ICD-10-CM codes with HCC impact, RAF delta, and rule-level rationale — pre-visit through post-encounter.
Excludes1, age/sex edits, HCC hierarchy trumping, non-billable header checks — blocked before they hit the claim.
Full model: demographic base, hierarchy-trumped HCCs, disease-count factors, and community disease interactions — with per-component breakdown.
Sub-100ms search across the entire ICD-10-CM catalog with billable-first ranking, HCC mapping, and RAF weight surfaced inline.
WebGL "graph galaxy" for auditors and clinical informaticists — inspect any code's neighborhood, HCC path, and applied rules in three dimensions.
Ask "why HCC 38?" — the assistant answers with graph lookups you can inspect, not hallucinated citations. Tool-calling over 8 read-only graph tools.
A browser-based workspace for HCC coders, CDI specialists, and audit reviewers. Every suggestion is explainable, every code is graph-verified, and every patient's RAF is decomposed to the coefficient.
A live coder question, answered against S7's clinical knowledge graph. Every claim is backed by the exact tool call and node lookup performed — the same trace an auditor sees.
q: "type 2 diabetes hyperglycemia"
✓
code: "E11.65"
✓
codes: ["E11.9", "E11.65"]
✓
code: "E11.65", payer: "MA"
✓
With an A1c of 9.4 the correct code is E11.65 — Type 2 diabetes mellitus with hyperglycemia.
Both E11.9 and E11.65 map to HCC 38 (Diabetes without Complications), so the RAF is the same at 0.166 — but E11.65 is the more specific, defensible code given the documented A1c.
Also flagged: A1c ≥ 9.0 supports adding Z79.4 if the patient is on long-term insulin — no HCC impact, but a common CDI query.
Small snapshots of the surfaces coders and auditors use every day.
Embed S7 into your EHR, CDI workflow, claims scrubber, or coder desktop. RESTful, JSON in / JSON out, OAuth 2.0 client-credentials, versioned, and BAA-covered. FHIR R4 endpoints available for provider integrations.
/v1/validateValidate a candidate code set against Excludes1, HCC hierarchy, age/sex edits, non-billable headers, and payer rules. Returns blocking vs warnings with rule citations.
/v1/suggestGiven free-text clinical notes and patient context, return ranked ICD-10-CM suggestions with HCC mapping, RAF delta, and evidence spans from the source note.
/v1/codes/searchSub-100ms full-catalog search across ICD-10-CM. Billable-first ranking, HCC-joined, RAF-annotated. Prefix + fulltext.
/v1/codes/{code}Full code detail: parents, children, chapter, HCC mapping, RAF (per segment), Excludes1/Excludes2, and applicable rules.
/v1/rafCompute patient RAF (CMS-HCC V28). Returns total score plus demographic base, per-HCC contribution, disease-count factor, and community interactions.
/v1/graph/{code}Knowledge-graph neighborhood: nodes (ICD10, HCC, Chapter, Rule) and typed edges (PARENT_OF, MAPS_TO_HCC, EXCLUDES1, HCC_SUPERSEDES).
/v1/askNatural-language grounded Q&A. Returns an answer plus the exact graph lookups performed — no hallucinated citations.
/v1/audit/rescoreBatch RAF rescore for a member panel across a date range. Suitable for retrospective HCC recapture and RADV prep.
Most Risk Adjustment tools guess with a model and hope the auditor agrees. S7 does the opposite: every suggestion, every RAF component, every denial-risk flag is anchored to a specific edge in our curated clinical knowledge graph — the same graph auditors can inspect.
Selected outcomes from Medicare Advantage plans, ACO REACH entities, and multi-specialty provider groups. Metrics are directional representations of production deployments; details available under NDA.
A regional MA plan engaged S7 to reprocess two years of encounters
ahead of the sweeps deadline. S7 Coder plus the
/v1/audit/rescore API ingested claims and provider
notes, surfaced missed HCCs with graph-cited rationale, and
queued them for coder review.
A 1,200-provider group integrated the S7 Coding Intelligence API into their EHR's problem-list workflow. Suggestions surfaced with HCC impact and RAF delta, and Excludes1 / age-sex edits blocked non-billable combinations before the note was signed.
For an ACA-market carrier preparing for a RADV audit, S7 rescored the flagged sample, walked each HCC back to its source documentation, and produced an evidence bundle per contract — every citation traceable to a node in the knowledge graph.
An ACO REACH entity replaced a generative coding tool that produced unsourced recommendations. S7's grounded NL assistant answers every "why this code?" question with the exact graph lookups performed — the same evidence its coders and QA teams use.
S7 Intelligence is led by a team of operators with two decades of hands-on experience running Risk Adjustment operations for US Payers and Providers. Our leadership is the reason we insist every recommendation is traceable back to a graph node — because we've sat on the audit side of the table too.
Sets the strategic direction of S7 Intelligence and owns key payer & provider relationships. Two decades operating US-focused Risk Adjustment programs from Chennai.
Runs the company end-to-end — product, delivery, growth, and P&L. Anchored in the US market from the Fremont office, Vinay leads the shift from a services-first shop to a knowledge-graph-powered product platform for Payers and Providers.
Owns the S7 product platform, the clinical knowledge graph, and the applied-AI roadmap. Draws the line between "model says so" and "graph proves so" — the reason every S7 recommendation ships with citations an auditor can inspect.
Owns finance, contracting, and audit readiness. Anchors the compliance program that underpins the company's ISO/IEC 27001, SOC 2, and HIPAA attestations.
Oversees legal, regulatory, and BAA/DPA contracting with US covered entities. Chairs the privacy program and sub-processor governance.
Runs the platform, cloud, and information-security engineering across all offices. Owner of the technical controls behind the ISO 27001:2022 ISMS.
We're hiring across coding, clinical informatics, ML engineering, and platform. If you've spent time inside HCC, ICD-10-CM, or payer-side risk-adjustment operations — or if you build tools that clinicians actually trust — we'd like to meet you.
S7 Intelligence operates a formally documented Information Security Management System and privacy program. We handle PHI under a Business Associate Agreement and maintain independently attested controls.
Certified Information Security Management System covering people, processes, and platforms — including risk treatment, incident response, and supplier controls.
Independently attested controls across Security, Availability, and Confidentiality trust services criteria. Type II in progress.
Covered as a Business Associate. Encryption in transit and at rest, minimum-necessary access, PHI segregation, and a documented breach-response program.
SAST/DAST on every merge, dependency SBOM, quarterly third-party penetration testing, and annual tabletop exercises.
Six offices across India and the United States, aligned to our payer and provider customers' time zones and audit cycles.
329, Fountain Plaza, 6th Floor, Pantheon Road,
Chennai, Tamil Nadu 600008, India
Prakash Towers, 1st Floor, OMR Service Rd,
Elango Nagar, Perungudi,
Chennai, Tamil Nadu 600041, India
76, Mint Tower, Bethel Nagar Street,
Industrial Estate, Perungudi,
Chennai, Tamil Nadu 600096, India
21, Ambit Park Road, Ambattur Industrial Estate,
Ambattur, Chennai 600058, Tamil Nadu, India
Covai Tech Park, Plot No. 12, 4th South Cross St,
Kovai Thirunagar, Indira Nagar,
Civil Aerodrome Post, Nehru Nagar West,
Coimbatore, Tamil Nadu 641014, India
S2M Inc, 38133 Cambridge Ct,
Fremont, CA 94536, USA
Book a 30-minute working session. We'll walk a sample encounter through S7 Coder, run the API against a de-identified sample of your claims, and share a written RAF-uplift estimate within 5 business days.