AI that actually produces outcomes. Not just outputs.

The outcomes platform for operations teams running AI. Every output scored against what matters. Misses auto-improved. Your AI gets better every week.

Start with one workflowSee how it works

Backed by Forum Ventures. Built for Business Owners and Operators running AI workflows in areas that matter:

Marketing

Customer Success

Billing

Reporting

Who is it for

Built for teams running AI at real scale.

Content marketing. Marketplace operations. Client services. Recruiting. Customer success. If you're running AI across a real business, AQI gives you the score. The fixes compound into a system that runs itself.

Content Ops

Karmic's team got 15–20 hours a week back. AI ships more content, reworks less.
Paul Xue, Founder

Marketplace Ops

Sam's List cleared 6 months of stuck vendor work in a night. AQI kept climbing.
Kimi Green, Cofounder

Customer Success

OptimalData is scaling operations across business with Argo IQ. Helping Paul stay on top of rapid development.
Paul Giese, Founder

Recruiting

Bronwick's AI screens candidates consistently. The team reviews the top, not the pile.
Bo Schwarz, CEO

Marketplaces

Drift Peptide marketplace billing, customer success, and business operations empowered by Argo IQ.
John Bains, Founder

Operations

Clinical Fitness PT runs documentation AI without the denial rework.
José L. Matta, Founder
Business with vs. without Argo IQ

Without Argo IQ

20+ hours/week reviewing AI outputs
15-20 hours/week back per team member
Manual review or miss entirely
Caught before they ship to customers
Month 12 = Month 1 AI quality flat
Week over week AQI climbs measurably
0 visibility on what's working
1 live score across every workflow
If this is you, keep reading.

You're already running AI.
You just want it to keep improving without you in the loop.

I want my AI producing real outcomes, not just outputs
I want to know, with a score, that my AI is working
I want AI to run more of my business without more risk
I want the quality to climb every week, automatically
That's what ArgoIQ does.
The Problem

AI is running in your business.
But is it driving business results?

Every output measured across the four things that matter with out AQI score.

Outcomes

Is it driving real business results?

Correctness

Is it right, on-brand, in your voice?

Compliance

Does it follow your rules?

Safety

Does it protect you from risk?

Close the gap.
Let AI earn its place in your business.

ArgoIQ scores every output, improves the misses, and compounds every correction into a sharper system.

Start with one workflow
The Platform

The outcomes platform for teams running AI.

DEPLOY

Connect any AI workflow. Live in days, not quarters. No implementation, no consultants.

SCORE

AQI rates every output against the business outcome that actually matters. Your dashboard, live.

FIX

Outputs below your bar get improved automatically. Every correction makes next week's score higher.

IMPROVE

Argo IQ learns your standard from every correction. Models improve automatically. Better outputs without touching a prompt.

What you get

The AI-native company you wanted to build.

Running at scale

A system that improves every week on its own.

AQI score that proves your AI is working.

70%

70% cheaper than hiring your own team

8x

8X faster than human teams

Built by operators who've done it

Founders that have built in AI and scaled companies to over 2000 employees

How it works

Four steps. One loop. Running forever.

Point us at a workflow. We score it, improve it, and keep improving it. You watch the score climb.

Connect

Hook Argo into your AI stack. Automation, APIs, LLMs etc.

Monitor

We watch each run and catch anomalies in real time.

Verify

Flagged items get completed by Argo IQ operators or your team.

Report

Finished results return to your tools with clear proof and visibility.

0
1
2
3
4
01

Deploy

Pick a workflow. Our deployment agents configure it against your business outcome. You're running.

02

Score

AQI scores every output on the dimensions that matter for that workflow. Live, on your dashboard, against your actual KPI.

03

Fix

Outputs below your bar get improved automatically. The loop closes. Next week's AQI is higher than this week's. Every week.

03

Improve

Every correction trains the model. AQI learns your standard and raises the floor. Permanently.

Real results from real operators

Execution you can trust

“We had 100 vendors stuck for six months. Argo IQ fixed it overnight.”
Kimi Green
Co-Founder of Sam’s List
"What Argo IQ is building is critical for every company that is trying to save time & money in back office work."
Deirdre Clute
Founder at Rightfoot
"Argo IQ is the first system I’ve seen that makes AI accurate, accountable, and safe to scale in the real world."
Amy Misnik
GP @ 9FB Capital
Differentiation

The only platform that runs AND continuously improves your operations

Capability
Observability tools
Eval tools
Services firms
Business outcomes scoring
Auto-improvement system
Human QA routing
Tech stack & model agnostic
AQI benchmark score
Defensibility

Every completed workflow makes Argo IQ smarter.

QA Dataset

Millions of AI outputs plus human correction pairs across verticals.

AQI Standard

The new trust benchmark for your AI infrastructure and stakeholders review.

Independent

Labs can't objectively grade its own AI model. Our score stays independent.

Team

We’ve done this before.

Trenton Hughes
CEO

Cofounded Helpware and scaled to 2,000 people. Cofounded Taskware, an ML/AI Training Platform for fast growing startups and enterprises. Four-time founder, multiple exits.

Adam Kerr
CTO

Built and exited Nativ (acquired by Built, 8-figure exit). Runs ArgoIQ's platform architecture.

Scott Frazier
Head of Revenue

Multiple Exits, Experienced Founder and Sales Roles

Patrick Hennessey
Lead Engineer

Former CTO and AI/ML expert. Previously worked with the New York Times on integrations.

Pricing

Start fast. Scale with confidence.

Start
$3k+
/month
One workflow, scored and improving
Live AQI dashboard
Weekly outcomes report
Shareable AQI rating
Scale
$10k-$30k
/month
Multiple workflows across your business
Self-improving agent system
Weekly AQI improvement
Outcomes tied to your business KPIs
Run
$30k-$80k
/month
AI across every team, every workflow
Custom templates and SLA
Multi-workflow outcomes dashboard
Multi-workflow outcomes dashboard

FAQs

How is ArgoIQ different from observability tools like Braintrust or Arize?

Observability tools watch what happened. ArgoIQ scores outputs against your business outcomes AND fixes the ones that miss before they ship. Different layer, different buyer, different outcome.

Does ArgoIQ work with any AI model or platform?

Yes. We're model-agnostic and stack-agnostic. OpenAI, Claude, Gemini, custom models, Zapier AI, Copilot, Writer, Jasper — whatever your AI stack looks like, we connect to it via webhook or API.

How does the 48-hour deployment actually work?

Our deployment agents run a structured conversation with you to understand your workflow, configure the scoring rubric against your business outcomes, and integrate with your stack. You're typically live within two business days, no engineers required on your side.

What does AQI actually measure?

AQI scores every AI output across four dimensions: business outcomes (is it driving results), correctness (is it right and on-brand), compliance (does it follow your rules), and safety (does it protect you from risk). One composite score, updated live.

How does pricing work for multiple workflows?

Our Start tier at $3K/month covers one workflow. Scale tier at $10K-$30K/month covers multiple workflows. Run tier at $30K-$80K/month covers AI across every team and workflow in your business. Custom pricing available for enterprise.

What kind of companies do you work with?

Mid-market companies ($5M-$50M revenue) running AI across mission-critical work — content marketing, customer success, recruiting, billing, operations, and documentation. If your AI touches your customers, your revenue, or your compliance, we're built for you.

Still have questions?

Talk to our specialist