| What it does | AI-powered software project estimation tool for agencies
| Optimize AI Agents for Quality, Latency & Cost
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| Stage | Not given
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| Founded | Not given
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| Based in | Not given
| US
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| Pricing model | Free trial
| Freemium
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| Pricing | 14-day free trial (no credit card required). Pro plan: $180 per month. Enterprise plan: from $500 per month.
| Developer (Free): 1 agent, up to 1,000 traces/month. Business ($500/month): up to 3 agents, 50,000 traces/month. Enterprise (Custom): unlimited agents with PII redaction, SLA guarantees, and dedicated support.
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| Key features | - AI-powered estimates from RFPs and briefs
- AI Agent for conversational scope refinement
- Min-max hour ranges and role-based breakdowns
- Reusable templates and libraries
- Branded PDF proposals with auto-calculated totals
- Drag-and-drop project structure
- Export to Jira, Asana, and Excel
- Versioning and assumptions tracking
- Rate cards and cost calculation
- Support for fixed-price and time-and-materials estimates
| - Automatic trace and agent detection
- Analysis across agent traces and code
- Ranked improvements for quality, latency, and cost
- Interactive LLM Judge
- Slack alerts and pull requests for approved fixes
- Live observability across every agent
- Automatic use case grouping
- PII scrubbing for sensitive data
- Multi-model SDK support
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| What makes it different | - Reduces estimation time from ~4 days to same-day delivery
- AI estimates typically fall within 20% of final numbers
- Purpose-built for sales and pre-sales workflows, not general project management
- Complete workspace with structured workflow, not just AI text output
- Saves significant team time and pays for itself with first estimate
| - Ranked fixes by impact instead of one-trace-at-a-time analysis
- Works alongside existing observability tools without replacement
- Evidence-backed recommendations tied to real outcomes
- Compounds improvements over time as more traces arrive
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 12 ▼ −1 (down) since last check | 7 ● no change since last check |
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| Trust Flow (Majestic) | 11 | 9 |
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| Citation Flow (Majestic) | 23 | 29 |
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| Referring domains (Majestic) | 40 | 47 |
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Papaya