Iterate.ai
Build, run, and scale agentic AI Securely at Enterprise Speed
Iterate.ai is an enterprise AI application platform recognised as one of the world’s hottest AI companies. It enables organisations to build, run, and govern private agentic systems securely.
| Best for | Enterprise IT teams managing private AI infrastructure |
| Website | iterate.ai |
Company facts
| Founded | 2013 |
| Employees | 51 to 200 |
| Social profiles | LinkedIn, X, Facebook, Crunchbase |
Facilities and features
- API
- Integrations
What stands out
The AI tool protects data during processing using confidential compute inference technology.
“ As the world s first confidential compute inference engine, Lifeboat protects data even while it s being processed — not just at rest or in transit.”Iterate.ai, own website
The AI tool runs twice as many concurrent agents on existing GPUs without quality loss.
“Run 2x more concurrent AI agents on your existing GPUs, without compromising quality. Explore Lifeboat Build → Run → Govern”Iterate.ai, own website
Strengths and trade-offs
- The AI tool protects data during processing using confidential compute inference technology.
- The AI tool runs twice as many concurrent agents on existing GPUs without quality loss.
Appears in
Self-hosted LLM gateways
1
Dynamiq94.02
Shakudo90.03
Kong88.0RANKINGfull ranking →AIVERIFIEDSelf-hosted LLM observability tools
1
LangFuse92.02
Morph92.03
Manifest90.0RANKINGfull ranking →AIVERIFIEDBest AI governance platforms
1Dynamiq94.02
Cake92.03
Grengin92.0RANKINGfull ranking →AIVERIFIEDBest LLM security tools
1
Giskard96.02
RedPill94.03
Blackbox AI90.0RANKINGfull ranking →How Iterate.ai ranks
#7 in Best AI governance platforms
How the score is made up: Evidence on its own site 20; How complete its published information is 16; Fit to this ranking's criteria 40; Buying information on its own site 8.
“Govern Manage, audit, and govern AI usage across teams.”Iterate.ai, own website
#7 in Best LLM security tools
How the score is made up: Evidence on its own site 20; How complete its published information is 16; Fit to this ranking's criteria 40; Buying information on its own site 8.
“Maintain visibility and control as AI expands across users, applications, agents, models, and development teams. Apply policies, audit activity, protect sensitive information, and keep enterprise AI and proprietary software development under greater control.”Iterate.ai, own website
#6 in Self-hosted LLM gateways
How the score is made up: Evidence on its own site 20; How complete its published information is 16; Fit to this ranking's criteria 40; Buying information on its own site 8.
“Why Iterate AI Governance & LLM Gateway Visibility, policy enforcement, auditability, provider control, and spend governance across enterprise AI.”Iterate.ai, own website
“Secure, on-prem agentic AI that delivers enterprise intelligence without cloud risk or vendor lock-in.”Iterate.ai, own website
#8 in Self-hosted LLM observability tools
How the score is made up: Evidence on its own site 20; How complete its published information is 16; Fit to this ranking's criteria 40; Buying information on its own site 8.
“AgentWatch Govern AI usage across teams, apps, and agents.”Iterate.ai, own website
“Secure, on-prem agentic AI that delivers enterprise intelligence without cloud risk or vendor lock-in.”Iterate.ai, own website
Alternatives to Iterate.ai
| Dynamiq Enterprise AI agents deployed in your cloud or data centre | #1 in Self-hosted LLM gateways | 94.0 |
| Shakudo Sovereign AI for critical business operations | #2 in Self-hosted LLM gateways | 90.0 |
| Kong Cloud-native API gateway and connectivity platform | #3 in Self-hosted LLM gateways | 88.0 |
 LiteLLMPut your full AI stack behind one key | #4 in Self-hosted LLM gateways | 88.0 |
| Manifest The open source LLM gateway for AI agents | #5 in Self-hosted LLM gateways | 88.0 |
 GradientRebuilding the stack for accessible open intelligence | #7 in Self-hosted LLM gateways | 82.0 |
Questions about Iterate.ai
Who is Iterate.ai best for?
Iterate.ai is best for enterprise IT teams managing private AI infrastructure.
Where does Iterate.ai rank?
Iterate.ai is ranked #6 in Self-hosted LLM gateways (Lister Score 84.0), #7 in Best AI governance platforms (Lister Score 84.0), #7 in Best LLM security tools (Lister Score 84.0) and #8 in Self-hosted LLM observability tools (Lister Score 84.0).
What are the best alternatives to Iterate.ai?
The closest alternatives on Lister are Dynamiq (#1 in Self-hosted LLM gateways), Shakudo (#2 in Self-hosted LLM gateways) and Kong (#3 in Self-hosted LLM gateways).
When was Iterate.ai founded?
Iterate.ai was founded in 2013.
Is this your company?
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