| What it does | AI operational intelligence for agents and AI products
| Practical technology for work that has to keep moving.
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| Stage | Startup
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| Founded | 2024
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| Based in | US
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| Pricing model | Free trial
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| Pricing | Not given
| ReviewNudge: $14.95 monthly with 14-day free trial. Workflow Friction Review: $495 fixed price. Industry A.I. Fusion℠ Assessment: $750 fixed price.
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| Key features | - Agent trace debugging with step-by-step timeline view
- LLM judge evaluations on production traces with templates
- Token spend tracking by model, agent, tool and user
- AI Assistant for natural language questions over data
- Dashboard templates for traces, analytics and spend
- OpenTelemetry native ingestion
- Correlation of traces, events and user sessions
- Silent regression detection with daily quality comparisons
- Cost leak identification from failing tools and retries
- User journey analysis joining traces with funnels and events
| - Software development services
- AI-assisted automation and workflows
- Tech consulting and solution design
- ReviewNudge customer review management
- SIMPLIFAI practical AI training
- Environment-led deployment
- Adapter-ready cloud and database integration
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| What makes it different | - Catches AI failures that don't throw errors, like silent regressions and cost leaks
- One platform connecting traces, evals, spend and product analytics for comprehensive understanding
- AI Assistant to ask questions in plain English instead of writing queries
- Compare changes against production evidence rather than demos
- Integrations with major AI frameworks without code changes to production tools
| - Portmason separates systems' foundations, control surfaces, and operational lifecycle for safer changes
- Focuses on practical technology decisions for smaller organizations
- AI guidance centered on real business needs, not hype
- Products deliver faster by sharing operational foundation
- Human-centered approach to automation and time management
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 18 ● no change since last check | Not checked yet ● no change since last check |
| Trust Flow (Majestic) | 0 | 0 |
| Citation Flow (Majestic) | 15 | 15 |
| Referring domains (Majestic) | 6 | 3 |