Mirio vs Mlola
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Mirio compared with Mlola
| Detail | 
Mirio | 
Mlola |
|---|
| What it does | Inbound forms for coding agents
| Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.
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| Stage | MVP
| Not given
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| Founded | Not given
| Not given
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| Based in | US
| ID
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| Pricing model | Free
| Not given
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| Pricing | Free during beta: up to 1,000 responses per month
| Not given
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| Key features | - Customizable React form components
- Spam filtering and response screening
- Company enrichment for each response
- Multi-step forms that save progress
- Send to Slack, email, webhooks or Postgres
- Response versioning
- Read responses from terminal
- Fit scoring for leads
| - Observe page state in atomic passes without screenshots
- Model picks operations only from compatible targets
- Risk classification for payments, deletions, sends and secrets
- Typed actions with freshness, visibility and occlusion checks
- Append-only event log for replay and audit
- Chrome automation through Playwright
- Browser extension for agent isolation
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| What makes it different | - Built for coding agents to set up and modify like code files
- Open source npm package under MIT license
- Forms live in your site's code, not separate tools
- Automatic company enrichment on every response
- No workflow switching needed
| - Deterministic browser mechanics as default, models only for judgement and writing
- Safety enforced through code boundaries, not prompt requests
- Every step verified independently before proceeding
- Cost measured by fast-path share on every run
- Capabilities advertised honestly, imitation refused
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| Free plan | Not given
| Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
| Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 1 ● no change since last check | 10 ● no change since last check |
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| Trust Flow (Majestic) | 4 | 0 |
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| Citation Flow (Majestic) | 4 | 27 |
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| Referring domains (Majestic) | 1 | 28 |
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4 details filled in for both companies.
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