A pathway to superintelligence through extraordinary productivity
Compound your institutional advantage
[01] Intelligence
Compound Proprietary Intelligence
Every interaction deepens your institutional edge. Conviction learns from your best people and compounds that knowledge into AI systems that get measurably better over time — creating a moat no generic model can replicate.
VLA-HC-Admin v3.2
Vision-Language-Action · 7.8B
Latency
1.2s
Fine-tuned
142K cases
Domain
HC-Admin
Live metrics
14,283
cases processed
97.3%
agreement
Prior Authorization — Lumbar MRI
Form + Clinical Notes
Training cycles
62% → 95.1% across 14 cycles
Latest correction
Senior partner corrected causality assessment
Deployment
[02] Agents
Specialize Agent Workforces
Deploy purpose-built AI agent teams, each fine-tuned on your institutional knowledge and optimized for specific workflows — from deal sourcing to compliance review.
Workforce · Harmon Health RCM
47 specialists · self-iterating · Lumen-driven
Cycles in flight
14
across the workforce
Cycles this month
1,847
diagnose → deploy → observe
Avg reward delta
+4.8%
per closed cycle
inpatient-coding-v3
High-complexity DRG coding
◐ suite
denial-recovery
Six-figure appeal drafting
◐ draft
prior-auth-imaging
High-cost pre-certification
─ idle
underpayment-detect
Payer contract reconciliation
─ idle
doc-revenue
Documentation gap recovery
◐ diagnose
payer-routing
Claim submission optimization
─ idle
Live triggers · 24h
[03] Expertise
Constellation of Experts
A shared workspace where your best people and specialized AI work side-by-side on the same context. Every practitioner correction trains the system — compounding institutional knowledge into agents that get measurably better with every task.
Advanced Imaging Prior Auth
This week
1,247
prior auths
First-pass
94%
approved on submit
Scheduled
$4.8M
imaging revenue
47 in flight · 3 peer-to-peer due today · 12 awaiting payer
PA team
Sarah K
PA lead
M. Lewis
J. Park
Radiologists · P2P pool
Dr. Ortiz
neuro
Dr. Cho
MSK
Dr. Rivera
oncology
Focus
PA-2841 · MRI lumbar · UHC · 2h SLAPayer-policy library compounds · 47 plans · 12k policies · permanent across the workforce
[04] Knowledge
Expert Knowledge Bases
Every industry runs on fragmented authoritative sources — statutes, regulations, case law, clinical codes, administrative guidance. Conviction structures them into a single versioned, permissioned layer your agents query at runtime, always attributed to the source.
Connected sources · 6 active
IRC §
ERISA
ICD-10
ASC 842
NIST 800-53
CPT Codes
FMLA eligibility for part-time employee, 1,100 hours
Attribution
Versioned, permissioned, always cited.
Never a hallucination.
Coverage
2.4M
provisions indexed
Freshness
Last update: 4m ago
[05] Privacy
Privacy-First Collaboration
Coordinate across teams and counterparties without exposing what you shouldn't. Your internal data stays physically isolated while agents negotiate, transact, and collaborate on your behalf — with network effects that compound every relationship over time.
Private VPC · Isolated
TEE
Zero-read
Private VPC · Isolated
Exchanges
2,847
encrypted end-to-end
Isolation
Platform routes but never reads.
Cryptographic guarantee.
Audit trail
Immutable history
[06] Autopilot
Agentic Service Firms
Conviction operates autopilot service firms across accounting, tax, compliance, HR/payroll, insurance, IT managed services, government procurement, supply chain, and research — delivering outcomes, not headcount.
Tasks Delivered
12,847
and counting
Mode
Services → Software-margin
Outcomes, not tools
Accounting
$50–80B
Compliance
$15–20B
Government Procurement
$665B
HR / Benefits / Payroll
$45–55B
Insurance Services
$140–200B
IT Managed Services
$30–40B
Research & Analytics
$10–15B
Supply Chain Procurement
$15T
Tax Advisory
$30–35B
Accounting
Monthly close through audit-ready packages
Verticals
9
industries covered
Across every sector
Superintelligence for every industry
Excellence at Scale
Exceed the limits with expertise scaled across the firm
individualized
a plan ▴ from 34%
individual = pop
panel mean ▴ from 71
780k
patients · kept well
7.2% ▴
80% ▾
Individualized care
Quality & equity
Total cost
Revenue integrity
Utilization
Member & workforce
Tailored Leverage
Generate Unmatched Performance
Your best people's judgment, captured from their corrections and propagated to every agent — with an autonomous researcher that keeps raising the standard.
of the week on care
was 40% — ½ the week back
+2.6h/clin/day
▸ care · differential dx · judgment
of the week
ambient · DAX
−13 hrs/wk
exit-risk ▾
the margin
throughput ▴
84,120 tasks/day cleared — agents draft · retrieve · file; clinicians just sign off
Capacity Expansion
Focus on Premier Value
Fleets of agents clear the ancillary load so your experts return to the work only they can do.
11,820
decisions/day · 2k ▸
+21
vs generic · widening ▴
94%
DPC 94 vs 57
10% high-stakes → your licensed experts (the seam)
Expert Judgment
Compound Exceptional Talent
Deterministic orchestration keeps the high-stakes calls with your licensed experts — judgment stays human, and that's what compounds.
100%
of decisions cited
12.4M
<1s · BM25+HNSW
4,112/day
7 cites / decision
Q which CHF admissions met inpatient criteria last quarter — and why?
▸ Matrix Agent · 437 charts · 12 steps ▾
A 412 / 437 met — a rising troponin curve [1] with a ≥ 2-midnight expected stay [2] satisfied criteria. The 25 exceptions were short-stay and correctly placed in observation [3]. Of the 412, 18 borderline-LOS cases cleared second-level review; net inpatient capture +$1.2M vs. prior quarter, audit-clean.
[1] ACC/AHA HF gdl · [2] LCD L34561 · [3] CMS 2-Midnight Rule
437 charts × 4 columns · every cell cited
Grounded Answers
Achieve Sophisticated Objectives
Every output grounded in the authoritative standards your work answers to — and your own knowledge in full, never improvised.
94%
accuracy · v12 ▴
+21
vs generic · the moat
14 models
4.2M decisions · sealed
line = your gain, on your own data · +21 avg
sealed · data → model → corrections loop never leaves your VPC
Private Infrastructure
Deep Enterprise Security
Train your own models on your own data — it never leaves your environment, and never trains ours.
Institutional Alignment
Deliver compounding advantages with institutional alignment
members kept well · ◦ 95% by FY27
this quarter
11% of goal
more care, same budget
≈ $39M unlocked
Compounding IP
Firm Practices at the Highest Quality
Every cycle of corrections and outcomes compounds — quarter over quarter the lead widens into a moat.
specialist models
your decisions · the moat
pts vs generic · v0
Mission Specialists
Differentiated Transformers
A cohort of domain-expert models that reason in your firm's own tradition — not a generic one.
settled without a human · <1s
was 31% — agents negotiate in-band
of claim lag, removed
Multiplayer Coordination
Navigate with Authority
Coordinate across firm and counterparty boundaries — every party that joins strengthens the network, each one's data sealed in its own enclave.
admin cost → care
≈ $186M/yr to care
91% auto · vs 15–45% incumbent
Agentic Service Firms
Frontier of AI Outcomes
Nine agentic service firms, delivered — each removes the labor intermediary while your licensed experts keep the judgment.
decisions · replay <1s
rules: what should · traces: what did
auto from precedent ▲
◀ 3 priors · LCD v3 · #2210 · Dr. Okafor ✓ · linked by “why”
Context Graphs
Long-Term Structural Advantages
Every decision, exception, and precedent becomes queryable institutional memory — the moat that compounds.






