kitio.aiQualifire vs Impact AI
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Qualifire starts at $550/mo and Impact AI starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Real-time guardrails
- Continuous evaluation
- Rogue agent red teaming
- Small judge models
- Prompt studio
- Observability
- Pre-deployment testing
- Production monitoring
- Automated alerts
- AI portfolio governance
- Role-based modules
| Feature | Qualifire | Impact AI |
|---|---|---|
| Best for | Guardrails, evaluations and red teaming for LLM apps and agents | Testing and monitoring platform for generative AI products |
| Category | Models & APIs | Models & APIs |
| Pricing model | Freemium | Paid |
| Starting price | $550/mo | See pricing page |
| Free plan | Yes | No |
| Made by | Qualifire | Impact AI |
| Based in | – | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Qualifire starts at $550/mo and Impact AI starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
3 plans
Basic
Free
- 3 million tokens per month
- Prompt injection and safety checks
- 1 environment
Pro
$550/mo
- API access
- Custom policies
- Unlimited environments
- Email and Slack support
Enterprise
Contact sales
- Your cloud or on-premise
- Unlimited tokens
- Bespoke judge model
- SAML SSO
Prices in USD, checked Oct 29, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Qualifire
- Free tier with 3 million tokens
- Low-latency small judge models
- Deploys in your own cloud
- Big jump from free to $550 Pro
- Extra tokens billed per million
- Custom policies need a paid plan
Impact AI
- Covers pre-launch and live monitoring
- Governance across a whole AI portfolio
- Shared metrics for product and risk
- No public pricing
- Demo required to evaluate
- Few technical details on the homepage
Which one should you choose?
Choose Qualifire if you want:
- Free tier with 3 million tokens
- Low-latency small judge models
- Deploys in your own cloud
Watch out: big jump from free to $550 pro.
Choose Impact AI if you want:
- Covers pre-launch and live monitoring
- Governance across a whole AI portfolio
- Shared metrics for product and risk
Watch out: no public pricing.
Qualifire vs Impact AI FAQ
What is the difference between Qualifire and Impact AI?
Qualifire: Guardrails, evaluations and red teaming for LLM apps and agents. Impact AI: Testing and monitoring platform for generative AI products. Both are models & apis tools.
Is Qualifire or Impact AI cheaper?
Qualifire starts at $550/mo and Impact AI starts at See pricing page. Check both pricing pages for current plans.
Do Qualifire and Impact AI have free plans?
Qualifire: Yes. Impact AI: No.
Who makes Qualifire?
Qualifire is made by Qualifire.
Who makes Impact AI?
Impact AI is made by Impact AI.
Which should I choose, Qualifire or Impact AI?
Choose Qualifire if you value free tier with 3 million tokens and low-latency small judge models. Choose Impact AI if you value covers pre-launch and live monitoring and governance across a whole ai portfolio.