Safer Co-Superintelligence

The fastest, safest path to superintelligence through AI & human coimprovement.

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

LIVE

14,283

cases processed

97.3%

agreement

Inference Pipeline
Case 1/4

Prior Authorization — Lumbar MRI

Form + Clinical Notes

Output

Training cycles

62% → 95.1% across 14 cycles

Latest correction

Senior partner corrected causality assessment

Reward signal propagated

Deployment

Production
active
Staging
active
Canary
idle

[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

+38% outcome lift · 90d

Cycles in flight

14

across the workforce

Cycles this month

1,847

diagnose → deploy → observe

Avg reward delta

+4.8%

per closed cycle

Specialist Roster
cyclelast 5Δ

inpatient-coding-v3

High-complexity DRG coding

suite

+3.1%

denial-recovery

Six-figure appeal drafting

draft

+5.2%

prior-auth-imaging

High-cost pre-certification

─ idle

+1.4%

underpayment-detect

Payer contract reconciliation

─ idle

+2.7%

doc-revenue

Documentation gap recovery

diagnose

+5.2%

payer-routing

Claim submission optimization

─ idle

+0.8%

Live triggers · 24h

Lumen monitoring
1minpatient-codingsuite expanding+14 cases
3mdenial-recoverytest_failurecycle opened
14mdoc-revenueoverride_rate_spikecycle opened
12mprior-authcycle #142 closedsuccess +1.4%

[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

live

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

Team on the Queue
47 active

PA team

SK

Sarah K

PA lead

ML

M. Lewis

JP

J. Park

Radiologists · P2P pool

OZ

Dr. Ortiz

neuro

CH

Dr. Cho

MSK

RV

Dr. Rivera

oncology

shared queue · live
PA-drafter
47 in flight
payer-policy
all mapped
clinical-extr
chart pulled
p2p-prep
3 prep

Focus

PA-2841 · MRI lumbar · UHC · 2h SLA
extract
policy
draft
submit
approve

Payer-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 §

Statutory

ERISA

Regulatory

ICD-10

Clinical

ASC 842

Accounting

NIST 800-53

Security

CPT Codes

Billing
Agent Query Pipeline
Query 1/4

FMLA eligibility for part-time employee, 1,100 hours

Awaiting lookup

Attribution

Versioned, permissioned, always cited.

Never a hallucination.

Coverage

2.4M

provisions indexed

Freshness

Real-time sync

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.

Firm A

Private VPC · Isolated

TEE

Zero-read

Firm B

Private VPC · Isolated

Coordination Protocol
Step 1/5
Agent encrypts proposal
Routed through TEE — platform cannot read
Agent decrypts & evaluates terms
ZK proof: "Capital exceeds threshold"
Coordination context logged to Merkle trail

Exchanges

2,847

encrypted end-to-end

Isolation

Platform routes but never reads.

Cryptographic guarantee.

Audit trail

Merkle verified

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

Autopilot Verticals · 9 Active
📊

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

LIVE

Accounting

Monthly close through audit-ready packages

Verticals

9

industries covered

Excellence at Scale

Exceed the limits with expertise scaled across the firm

Mission control · 780,000 patients, each kept individually well
Lumen
34%

individualized

a plan ▴ from 34%

individual = pop

Care index71/100

panel mean ▴ from 71

Panel

780k

patients · kept well

margin

7.2% ▴

MLR

80% ▾

Individualized care

care gaps91%
adherence+40%
rising-risk71%

Quality & equity

HEDIS/Star4.6★
Rx adherence71%
equity gap−7

Total cost

MLR80%
margin7.2%
PMPM$1,150

Revenue integrity

HCC accuracy98.7%
RADV audit100%
over-code0.3%

Utilization

admits/1k142
ED/1k198
SNF stay4.9d

Member & workforce

NPS+18
retention94%
burnout38.8

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.

Premier value · 12,000 clinicians' week, returned to care
1,284 agents · live
Premier value
40%

of the week on care

was 40% — ½ the week back

+2.6h/clin/day

care · differential dx · judgment

Direct care27▸60%

of the week

Documentation−70%

ambient · DAX

Prior auth2h▸6min

−13 hrs/wk

Burnout51.9▸38.8

exit-risk ▾

Avoid. admits−12%

the margin

Length-of-stay5.1▸4.6d

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.

Compound talent · the firm's judgment, scaled
at senior judgment

11,820

decisions/day · 2k ▸

compounding

+21

vs generic · widening ▴

retention

94%

DPC 94 vs 57

Judgment · domain × cohort% senior-level
newjrmidsr
differential
78
86
93
96
treatment
80
88
93
96
goals-of-care
76
85
92
95
coding
88
93
96
97
prior-auth
74
84
92
95
lowersenior · even new hires land high
90% auto
10%

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.

Codex · every firm decision, grounded
grounded

100%

of decisions cited

sources

12.4M

<1s · BM25+HNSW

processed

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

casetypemet?HCC◀ src
#4471CHFinptHCC 85LCD L34561·
#4472chestobsCMS 2-Mid·
#4473NSTEMIinptHCC 86ACC/AHA·
#4474sepsisinptHCC 2LCD L33614·

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.

Your specialists, trained on your data — sealed
HCC risk-adj

94%

accuracy · v12 ▴

gap

+21

vs generic · the moat

roster

14 models

4.2M decisions · sealed

Specialist roster○ generic yours
HCC risk-adj
73/73
prior-auth
72/72
denials
70/70
coding
71/71
compliance
70/70

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

Initiative· Care-Model Transformation
North star
80%

members kept well · ◦ 95% by FY27

+900admissions prevented

this quarter

Gaps closed
0.1M

11% of goal

Cycle 1 of 8
Q1Q2Q3Q4Q5Q6Q7Q8
now
Admits /1k
299-2%
Readmits · PCR
19.0%-4%
ED visits /1k
816-3%
SNF days /1k
1,936-2%
AWV
59%+8%
Adherence · PDC
77%+5%
BP · CBP
60%+6%
HbA1c · GSD
64%+6%
lowhigh · health produced
Care per premium $
0.4%

more care, same budget

≈ $39M unlocked

Warranted margin
2.8%▲1.4

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 tradition
14

specialist models

4.2M

your decisions · the moat

+21

pts vs generic · v0

capability vs generic○ generic  ● yours
Coding
71/71
Denials
70/70
Prior-auth
72/72
Scheduling
68/68
Supply
67/67
Compliance
70/70

Mission Specialists

Differentiated Transformers

A cohort of domain-expert models that reason in your firm's own tradition — not a generic one.

Multiplayer · settled agent-to-agent1,840 cp · ● live
92%

settled without a human · <1s

was 31% — agents negotiate in-band

~30 days

of claim lag, removed

settled without a human◦ 95% · amber → human
Claims
98%
Prior-auth
88%
Eligibility
99%
Referral
95%
Rx auth
91%
Lab orders
97%

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.

Agentic firms · the back office, on autopilot9 firms · ● live
13.8%

admin cost → care

≈ $186M/yr to care

74% GM

91% auto · vs 15–45% incumbent

admin saved / mo, by firm↑ $186M/yr
JanFebMarAprMay
Supply chainComplianceIT servicesHR / payroll+5 firms

Agentic Service Firms

Frontier of AI Outcomes

Nine agentic service firms, delivered — each removes the labor intermediary while your licensed experts keep the judgment.

Context graph · the record for decisions● live
2.41M

decisions · replay <1s

rules: what should · traces: what did

40%

auto from precedent ▲

“why did we admit pt 4471?”● necessary

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.