Mercor helped the world's leading AI labs transform human expertise into better AI models. Now we use that same expertise to help enterprises identify where AI creates value, deploy it into production, and continuously improve it over time. Do it all with Mercor Enterprise AI.
From AI opportunity assessments to production deployments, every engagement delivers measurable business outcomes.
Our approach
Every engagement combines business expertise, Forward Deployed Engineers, and a platform that powers AI from discovery through continuous improvement.
Business Expertise
Forward Deployed Engineers
Mercor Enterprise Platform
The complete AI lifecycle. Engage Mercor where you need us most.
01 Discover · Agent Diagnostics
Most organizations don't know which workflows are worth automating. Mercor combines AI interviews, enterprise data, and workflow discovery to capture tacit organizational knowledge and identify the highest-value opportunities for AI. What you get:
Interview waiting room
A 20 to 30 minute conversation about how invoice approvals actually run today — the steps you take, the systems you touch, and the judgment calls that never made it into a doc. There is nothing to prepare and no trick questions.
Mercor AI Interviewer
Warming up — ready when you are.
Speak to test your microphone
A quick summary of what to expect during this interview.
A short voice conversation
You will speak with an AI interviewer in real time, just like a phone call.
About 20–25 minutes
Take your time and answer thoughtfully — the interviewer will guide the pace.
Speak naturally
Ask the interviewer to repeat or clarify anything at any time.
Recorded for review
Audio and a transcript are saved so your team can review the conversation later.
02 Deploy · Agent Deployment
We build AI agents around your workflows, systems, and quality standards. We define evaluations based on what good looks like for your business, then integrate agents into the tools and workflows your teams already use. Performance is continuously evaluated and improved in production. What you get:
Recent runs
+9 more
03 Improve · Agent Optimization
Mercor reviews AI already in production, from codebase and agent architecture to prompts, context, tools, model selection, and evaluations, to identify what’s holding it back and improve performance. What you get:
Verifiers
8
5 LLM judge · 3 agent
Score
94%
Lowest verifier
86%
confidence-gate
Pass rate
97%
412 verdicts
| Verifier | Type |
|---|---|
| line-item-accuracy | |
| source-citation | |
| policy-adherence | |
| confidence-gate | |
| escalation-routing | |
| tone-and-length |
04 Monetize · Data Monetization
Mercor identifies where your data may be valuable to leading AI labs, then manages anonymization, sourcing, and licensing on your behalf. Data monetization is always opt-in. You choose what data, if any, is made available for licensing. What you get:
Select everything you actively use. You can add more later.
0 selected
Productivity & Comms
Mercor agents operate only within the systems, data, and permissions you define.
Deploy Mercor in the environment that meets your security requirements, from managed deployments to customer-controlled infrastructure.
Agents are only granted access to the systems, data, and permissions you explicitly authorize.
Your organization defines how agents interact with enterprise systems through existing security, identity, and access policies.
Monitor agent activity, review performance, and maintain visibility into production deployments.
Representative functions and workflows where Mercor works with enterprises.
Mercor agents only touch what you scope, and nothing escapes the sandbox.
Book a demoFrequently Asked Questions
We believe new learnings drive continuous improvement. That’s why we’re sharing our expertise from running agents in production every day. Subscribe to get enterprise AI insights delivered to you regularly.
