80% Less PM Overhead
MCP server gives AI assistants real-time access to Linear, GitHub, and Confluence context
Weekly PM overhead per engineer
3.5 hours 45 minutes
Real problems. Measurable outcomes. The technical decisions behind each one.
MCP server gives AI assistants real-time access to Linear, GitHub, and Confluence context
Weekly PM overhead per engineer
3.5 hours 45 minutes
Scheduled AI tasks replaced predictable research and documentation workflows
Time to done
7 days 4 days
Engineers spend less time on predictable and repetitive tasks, and more time on quality and optimization.
Time and Effort
40 hours 28 hours
Small business · $6K–10K initiative
Standardised milestone gates and handoff checklists eliminated the two leading causes of project slippage
Projects delivered on time
54% 91%
Tasks landing on one desk are immediately communciated and managed, pushing progress to the next phase
Avg Time between phases
2 days 4-6 hours
Small business · $35K–60K initiative
Automated status reports replaced the weekly manual assembly job for senior partners
Partner reporting time
5 hrs/week 45 minutes
Small business · $35K–60K initiative
Event-driven integration replaced manual data copying across four disconnected systems
Manual data entry per week
18 hours 0 hours
Moved from 2-hour batch reconciliation to sub-90-second event propagation across all systems
Data sync latency
Up to 2 hours < 90 seconds
Replaced a 3-day email-and-spreadsheet process with a structured digital intake flow
Time to first consultation
3.2 days 4 hours
Automated data collection and carrier integration freed intake staff for higher-value work
Staff time on intake
9 hrs/week 1.5 hrs/week
Replaced manual user creations among several platforms
User provisioning time
2.5 days 18 minutes
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