WORKSHOP IT vs Stacktrace
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
WORKSHOP IT compared with Stacktrace
| Detail | 
WORKSHOP IT | 
Stacktrace |
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| What it does | AI-powered requirements elicitation platform for project discovery
| Real-time steering and guardrails for AI agents
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| Stage | Startup
| Not given
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| Founded | 2026
| Not given
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| Based in | AU
| Not given
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| Pricing model | Not given
| Freemium
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| Pricing | Essentials: $500 per month (25 interviews, 1 Project Lead, 1 Delegate). Professional: $2,000 per month (200 interviews, 3 Project Leads, 9 Delegates). Enterprise: Tailored pricing available upon enquiry.
| Team: Free per organization, unlimited users, 200 session-hours per month. Enterprise and Gateway: Custom pricing, billed annually.
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| Key features | - Asynchronous stakeholder interviews
- Conflict highlighting and perspective mapping
- Real-time stakeholder clarification
- Current-state process flow generation
- Role-based access control
| - Reads every tool call agents make and blocks unsafe ones before they run
- Catches stalled and runaway sessions while they run
- Steers agents back when they go past what was asked
- Tracks every session's tokens against usual usage
- Stops credential and data leaks before they leave the machine
- Inventories all agents, MCP servers and skills in use
- Blocks dangerous calls before they run in agent hooks and at the gateway
- Sends every finding to Slack, webhook or SIEM
- Verifies each agent's identity before access
- Keeps audit-grade masked records of every action and decision
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| What makes it different | - Reduces workshop scheduling delays by conducting interviews asynchronously before meetings
- Clarifies ambiguous stakeholder input in real-time unlike traditional surveys
- Designed by practicing business analysts for real project delivery challenges
- Does not use customer content to train AI models
| - Works with Claude Code, Codex, Cursor, Devin and more
- Runs on your machines, gateways and in the cloud
- Active steering corrects or stops drifting runs
- One policy applied across all MCP servers, plugins and skills
- Continuously monitors components for known vulnerabilities
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 32 ● no change since last check | 3 ▲ +2 (up) since last check |
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| Trust Flow (Majestic) | 10 | 13 |
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| Citation Flow (Majestic) | 21 | 25 |
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| Referring domains (Majestic) | 11 | 23 |
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4 details filled in for both companies.
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