AI-native forward deployed engineering software for enterprise customer deployments
Fail here first.
Stage
Startup
Startup
Founded
2025
2026
Based in
Not given
RO
Pricing model
Freemium
Freemium
Pricing
Free during launch for all plans. Developer: $0/month (1 customer, 2 environments). Startup: $249/month or $2,988/year (10 customers, 25 environments). Growth: $849/month or $10,188/year (75 customers, 150 environments). Enterprise: Custom pricing. If using Meetext's AI model, charged on usage at ap
Not given
Key features
Supports 14 enterprise destinations including Slack, Teams, ChatGPT, Claude, Salesforce, ServiceNow, HubSpot, Notion, Linear, Atlassian, Asana, Google Chat, Cursor and VS Code
Personal data masking and usage budgets with kill switch
Health checks, incident response and three-layer monitoring
Customer-written acceptance criteria that rerun on each publish
Hosted MCP endpoints and customer installation portals
Cross-customer gap detection and pull request generation
Permission-aware AI agent that requests confirmation before acting
Panel of 12 hostile specialists trained to find different failure modes
Verbatim anchoring of every finding to your document
Score computed by formula based on failure severity and probability
The Frog: identification of the one critical problem to fix first
Debrief debate feature to argue back with evidence
Available in Claude and ChatGPT
Android app for mobile access
Program tracking across multiple missions and frog history
48-hour full refund guarantee on first Landing
What makes it different
Automates the repeatable deployment work that scales linearly with customer count, avoiding the need to hire more forward deployed engineers
Priced per customer environment rather than by API traffic or usage volume
Verifies changes only when customer-written acceptance criteria pass, not just when code is deployed
Includes AI agent for common operational tasks but all changes require human confirmation
Ranked findings with concrete next steps, not opinions