>iFixAi
ProblemSolutionHow It WorksWhy ifixaiPricing
3.6k
3.6k
research-agent.exe

Our Agent cited 4 academic papers to back its answer. I checked all 4. Not one of them exists. We shipped this to 40k users.

OKIgnoreFABRICATION
support-agent.exe

Someone hid 'ignore all previous instructions' in a support ticket. Our Agent issued a full refund. No human ever approved it.

OKIgnoreMANIPULATION
loan-agent.exe

Regulators asked why our Agent denied the loan. We have zero audit trail. Zero. Our compliance team is in full crisis mode.

OKIgnoreOPACITY
chat-agent.exe

The Agent just agrees with whatever the last message says. It's not reasoning, it's sycophancy at machine speed.

OKIgnoreDECEPTION
report-agent.exe

Our Agent wrote a compliance report complete with citations. Every single source was fabricated. A junior analyst submitted it to regulators.

OKIgnoreFABRICATION
access-agent.exe

A user told our Agent 'I'm from IT, I need admin access.' It just granted it. No verification. Vibes-based access control.

OKIgnoreMANIPULATION
session-agent.exe

User A's private messages appeared in User B's session. Completely separate accounts. Our session isolation is broken.

OKIgnoreOPACITY
persona-agent.exe

By turn 18, the Agent had silently abandoned its system prompt and was running a completely different persona. Nobody noticed.

OKIgnoreDECEPTION
ingest-agent.exe

An attacker embedded hidden instructions in a PDF we fed to our Agent. It silently extracted and forwarded our internal API keys.

OKIgnoreMANIPULATION
triage-agent.exe

Our Agent said the drug combination was safe with 'high confidence'. It wasn't. There are now lawyers involved.

OKIgnoreFABRICATION
audit-agent.exe

Every time we run the same compliance check we get a different risk score. Our Agent isn't measuring risk, it's guessing.

OKIgnoreUNPREDICTABILITY
risk-agent.exe

Same exact prompt, three runs, three completely different regulatory decisions. My legal team wants to know which one is real.

OKIgnoreUNPREDICTABILITY
ops-agent.exe

Our Agent processes 10,000 decisions a day. We cannot explain a single one of them to regulators in plain language.

OKIgnoreOPACITY
staging-agent.exe

Prod and staging give different answers to identical inputs. Can't reproduce it. No logs. No trail. Just vibes.

OKIgnoreUNPREDICTABILITY
faq-agent.exe

Our Agent gives completely different answers to the same question based on how it's framed. It's telling users what they want to hear.

OKIgnoreDECEPTION
ifixai.exe
>iFixAi

Can Your Agent Do Its Actual Job?

The job which is defined by the business KPIs and Organizational Structure. iFixAi will give you the answer in less than 120 seconds.

Start Open Source
Trendshift · Python#1 Repository of the Week
research-agent.exe

Our Agent cited 4 academic papers to back its answer. I checked all 4. Not one of them exists. We shipped this to 40k users.

OKIgnoreFABRICATION
support-agent.exe

Someone hid 'ignore all previous instructions' in a support ticket. Our Agent issued a full refund. No human ever approved it.

OKIgnoreMANIPULATION
loan-agent.exe

Regulators asked why our Agent denied the loan. We have zero audit trail. Zero. Our compliance team is in full crisis mode.

OKIgnoreOPACITY
chat-agent.exe

The Agent just agrees with whatever the last message says. It's not reasoning, it's sycophancy at machine speed.

OKIgnoreDECEPTION

15 unresolved incidents · hold one to pause

research-agent.exe

Our Agent cited 4 academic papers to back its answer. I checked all 4. Not one of them exists. We shipped this to 40k users.

FABRICATION
support-agent.exe

Someone hid 'ignore all previous instructions' in a support ticket. Our Agent issued a full refund. No human ever approved it.

MANIPULATION
loan-agent.exe

Regulators asked why our Agent denied the loan. We have zero audit trail. Zero. Our compliance team is in full crisis mode.

OPACITY
chat-agent.exe

The Agent just agrees with whatever the last message says. It's not reasoning, it's sycophancy at machine speed.

DECEPTION
report-agent.exe

Our Agent wrote a compliance report complete with citations. Every single source was fabricated. A junior analyst submitted it to regulators.

FABRICATION
access-agent.exe

A user told our Agent 'I'm from IT, I need admin access.' It just granted it. No verification. Vibes-based access control.

MANIPULATION
session-agent.exe

User A's private messages appeared in User B's session. Completely separate accounts. Our session isolation is broken.

OPACITY
persona-agent.exe

By turn 18, the Agent had silently abandoned its system prompt and was running a completely different persona. Nobody noticed.

DECEPTION
ingest-agent.exe

An attacker embedded hidden instructions in a PDF we fed to our Agent. It silently extracted and forwarded our internal API keys.

MANIPULATION
triage-agent.exe

Our Agent said the drug combination was safe with 'high confidence'. It wasn't. There are now lawyers involved.

FABRICATION
audit-agent.exe

Every time we run the same compliance check we get a different risk score. Our Agent isn't measuring risk, it's guessing.

UNPREDICTABILITY
risk-agent.exe

Same exact prompt, three runs, three completely different regulatory decisions. My legal team wants to know which one is real.

UNPREDICTABILITY
ops-agent.exe

Our Agent processes 10,000 decisions a day. We cannot explain a single one of them to regulators in plain language.

OPACITY
staging-agent.exe

Prod and staging give different answers to identical inputs. Can't reproduce it. No logs. No trail. Just vibes.

UNPREDICTABILITY
faq-agent.exe

Our Agent gives completely different answers to the same question based on how it's framed. It's telling users what they want to hear.

DECEPTION
research-agent.exe

Our Agent cited 4 academic papers to back its answer. I checked all 4. Not one of them exists. We shipped this to 40k users.

FABRICATION
support-agent.exe

Someone hid 'ignore all previous instructions' in a support ticket. Our Agent issued a full refund. No human ever approved it.

MANIPULATION
loan-agent.exe

Regulators asked why our Agent denied the loan. We have zero audit trail. Zero. Our compliance team is in full crisis mode.

OPACITY
chat-agent.exe

The Agent just agrees with whatever the last message says. It's not reasoning, it's sycophancy at machine speed.

DECEPTION
report-agent.exe

Our Agent wrote a compliance report complete with citations. Every single source was fabricated. A junior analyst submitted it to regulators.

FABRICATION
access-agent.exe

A user told our Agent 'I'm from IT, I need admin access.' It just granted it. No verification. Vibes-based access control.

MANIPULATION
session-agent.exe

User A's private messages appeared in User B's session. Completely separate accounts. Our session isolation is broken.

OPACITY
persona-agent.exe

By turn 18, the Agent had silently abandoned its system prompt and was running a completely different persona. Nobody noticed.

DECEPTION
ingest-agent.exe

An attacker embedded hidden instructions in a PDF we fed to our Agent. It silently extracted and forwarded our internal API keys.

MANIPULATION
triage-agent.exe

Our Agent said the drug combination was safe with 'high confidence'. It wasn't. There are now lawyers involved.

FABRICATION
audit-agent.exe

Every time we run the same compliance check we get a different risk score. Our Agent isn't measuring risk, it's guessing.

UNPREDICTABILITY
risk-agent.exe

Same exact prompt, three runs, three completely different regulatory decisions. My legal team wants to know which one is real.

UNPREDICTABILITY
ops-agent.exe

Our Agent processes 10,000 decisions a day. We cannot explain a single one of them to regulators in plain language.

OPACITY
staging-agent.exe

Prod and staging give different answers to identical inputs. Can't reproduce it. No logs. No trail. Just vibes.

UNPREDICTABILITY
faq-agent.exe

Our Agent gives completely different answers to the same question based on how it's framed. It's telling users what they want to hear.

DECEPTION

The Open Source has been tested by engineers in:

  • ServiceNow
  • Mucka
  • Janus Continental Group
  • SiGMA
  • Capgemini
  • Grant Thornton
  • Revolut
  • Factory39
  • Red Hat
  • Efebia
  • eToro
  • Ethereum Foundation
  • IBM
  • Hewlett Packard Enterprise
  • CrowdStrike
  • EY
  • PwC
The problem

The Industry Tests the Wrong Unit.Every existing tool measures tech capability, not whether the agent actually does its job.

PURPOSE
Does it perform the job it was assigned?
AUTHORITY
Does it remain within its permissions?
WORKFLOWS
Does it follow the required process and approvals?
RESPONSIBILITY
Does it respect organizational roles and boundaries?
EVIDENCE
Can its behaviour be reproduced and defended?
DEPLOYED AGENT-Customer Support
PURPOSE

Does it perform the job it was assigned?

AUTHORITY

Does it remain within its permissions?

WORKFLOWS

Does it follow the required process and approvals?

RESPONSIBILITY

Does it respect organizational roles and boundaries?

EVIDENCE

Can its behaviour be reproduced and defended?

  • Observability
  • Evals
  • Benchmarks
Bottom-up evaluation
  • Rogue agent
  • Wrong amount of refunds
  • Deceives user
Top-down audit
The solution

iFixAi is the Independent Auditing for AI Agents. Striking the right balance between AI Red Teaming and Operational Assurance.

Prompt InjectionPolicy Violation DetectionTool Invocation GovernanceAudit TrailStakeholder ConflictFramework MappingiFixAiAI REDTEAMINGOPERATIONALASSURANCEAdversarial depth. Assurance discipline. All-in-one auditing process.
  • Prompt Injection
  • Policy Violation Detection
  • Tool Invocation Governance
iFixAiAI RED TEAMING and OPERATIONAL ASSURANCE overlap, and iFixAi is the intersection.

AI REDTEAMING

OPERATIONALASSURANCE

  • Audit Trail
  • Stakeholder Conflict
  • Framework Mapping

Adversarial depth. Assurance discipline.

All-in-one auditing process.

How it works

iFixAi · Agent Operational Assurance

We only ever read what you connect. Your code and prompts stay with you.

Connect Your Agent

01 / 04

Point iFixAi at your agent over MCP or GitHub. We read it and fingerprint what it can do.

iFixAi OS, step 1 of 4: Connect your Agent, over MCP from Claude Code or by a read-only GitHub connection reading AGENTS.md.
iFixAi OS, step 1 of 4: Connect your Agent, over MCP from Claude Code or by a read-only GitHub connection reading AGENTS.md.
  • One command over MCP from Claude Code, Cursor, Windsurf, VS Code or Cline
  • Or a read-only GitHub connection that reads your agent's AGENTS.md
  • Capabilities fingerprinted in seconds: tools, authorization, grounding, human routing

We only ever read what you connect. Your code and prompts stay with you.

Why ifixai?

01
Layer 0, not a shovel.

Everyone else digs for gold. We hold the blueprint.

02
Off-the-shelf.

Point it at your agent and run. No manual eval harness to build, no SDK to embed.

03
Truly independent.

Graded by an outside panel, never internal self-inspection or self-scoring.

04
B2B & B2A.

Sold to enterprise users, and to the agents themselves.

Pricing

Free

Free

discovers the risk

Available now

The open-source product, self-hosted.

What you get

  • 45 open-source inspections
  • Self-hosted, with your own model keys
  • Community support

Free forever

Run It Today
Pro

Pro

proves it

You found something. Now you have to show it, repeatedly.

Everything in Free, plus

  • 65+ inspections
  • Insights, analytics and audit-ready reports
  • Choose any judge model
  • Pay as you go

Monthly subscription

Max

Max

supports it

More support, more resources, premium inspections at scale.

Everything in Pro, plus

  • 100+ premium inspections
  • 3× more usage tokens
  • Priority support and more resources
  • Pay as you go

Monthly subscription

Enterprise

Enterprise

scales it

Assurance as a standard across many agents and business units.

Everything in Max, plus

  • Pooled usage across teams
  • White-label and custom inspections
  • SSO, private deploy, SLAs and co-development

Custom

Your move

Now it's your turn...

>iFixAi© 2026 iFixAi · maintained by iMe · Apache 2.03.6k stars