Safer Co-Superintelligence

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

A pathway to superintelligence through extraordinary productivity

Projects

Denial Appeal Drafter

livev3

HCC Coding Assistant

livev4

Eligibility & Benefits Checker

canaryv1

Discharge Summary Drafter

draft

Prior Auth Generator

draft

Let's build

Build a prior auth generator: take a referral, look up the payer's medical polic

LocalWorkspaceCloud

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

Open Co-Improvement

Exceed the limits with frontier institutional intelligence

Today · same writer

14/ 20

narratives reviewed

2 auto-approved
1 flagged for expert

8 min review

vs 2.5 hrs to write

95% faster

SAE-0841

Onset day 3, causality probable, ICH E2A elements present

Approved

SAE-0842

Temporal sequence unclear — onset date ambiguous

Review

SAE-0843

Complete narrative, MedDRA coded, regulatory sections met

Approved

Leverage

Scale Human Expertise

Build AI systems that increase the collective knowledge of the institution at every step.

Site 14 · Enrollment Monitor

W1
W2
W3
W4
W5
W6
W7
W8
W9
W10
AI flagged Week 3Enrollment −34%
Traditional Week 10Quarterly review

7 weeks earlier detection

Problem contained before it compounds

AI Detection

W3

Alert fired

Traditional

W10

Too late

Saved

7 wks

Knowledge

Accelerate Outcome Learning

Accelerate discovering new paradigm shifts with fast experiments.

Month 1 · edit rate

52%

of AI drafts need edits

52%
M1
38%
M2
26%
M3
18%
M4
12%
M5
8%
M6

AI learns from every correction your team makes. 52% → 8% in 6 months.

Growth

Enable Compound Growth

Build product capabilities that improve exponentially, not linearly.

Reading all 40 visit reports

AI reads 100% of reports. CRAs read 3%.

Nothing falls through the cracks.

Value

Innovate Product Discovery

Humans & AI jointly identify promising product directions and bottlenecks.

Validated against your experts

0/ 500 cases
Critical safety cases
Regulatory completeness
Causality assessment

Running validation against expert ground truth...

Safety

Data-Driven Success

Create dataset and evaluation frameworks to measure AI progress.

Amplify Economics

Deploy compounding advantages with expert alignment

Output quality

81/ 100

expert agreement score

↑ +8 ptsthis month

14,231

decisions logged

3,847

improvements learned

Live activity

SAE narrative 2847: onset day 3, causality probable

Approved

Site 23 report: missing context added by expert

Learned ✓

CAPA document: root cause analysis approved

Approved

Clinical summary: MedDRA preferred term corrected

Learned ✓
Every correction automatically becomes training data

Context

Every Data Point

Orchestrate and act on your data, at scale with all important context in the same source of truth.

847

in queue

1,293

done today

Running now

Draft SAE narrative for patient 4821
Summarize 40 visit reports from Site cluster B
Flag enrollment anomalies across 12 sites

0 additional FTEs needed

48/hr

Scale from 10 to 10,000 tasks instantly

Agents

Scale Your Workforce

Transform how work gets done with digital workers that scale effortlessly to drive outcomes and push productivity.

Traffic splitlive
10%
90%
v3 · Testingv2 · Stable
Model v3testing
91%
10%
Model v2stable
84%
90%
Auto-promotes when quality confirmed
124req/s

Multimodal

Access Frontier AI

Deploy fine-tuned frontier models with canary rollouts, LoRA adapters, and real-time vLLM inference.

Model
Data
Your VPC boundary
No outbound data

Private VPC deployment

Models never leave your infrastructure

Zero data retention

No upstream telemetry or model training

Full audit trail

Every call, judgment, and training run logged

SOC 2HIPAAGDPR

Secure

Enterprise-Grade Privacy

Your data is always yours. Private fine-tuning stays in your VPC — we never train on your data.

Conviction
EHR / EMR
Safety DB
CTMS
EDC
CRO Reports
Postgres
6 sources connected
Live sync

Integrations

Connect Any Source

Get insights to your organization's knowledge with easy integrations to give you access to all the data you need.