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DevPrism in action

6 personas, 6 real challenges, 6 measurable outcomes.

🎯
VP Engineering

Justify AI investments and demonstrate ROI to the board.

Situation

After deploying Copilot to 80 developers, the board asks for concrete proof of productivity impact.

How DevPrism solves it

  • AI Impact cross-correlates Copilot metrics (acceptances, suggestions) with DORA metrics (deploy frequency, lead time)
  • Weekly report benchmarks throughput on AI-assisted teams against a baseline
  • Executive dashboard with 90-day trends, board-ready

Outcome

AI ROI demonstrated in 2 weeks. AI budget extended to the entire organization.

Key metrics

DORA 4 metrics AI acceptance rate Cost per commit
🏗️
CTO

Align technical delivery with business objectives without micro-management.

Situation

With 12 squads distributed across 3 time zones, impossible to know which teams are blocked before it's too late.

How DevPrism solves it

  • SPACE metrics per squad with proactive alerts (cycle time > p75 → Slack notification)
  • Policy Engine enforces quality gates automatically (coverage > 80%, review < 24h)
  • Portfolio view across repos: 47 repositories correlated by value stream

Outcome

Lead time reduced from 5.2d to 2.1d in 6 weeks. Zero surprise escalations.

Key metrics

Lead time for changes Flow efficiency Policy compliance %
👥
Engineering Manager

Coach developers on objective data, not impressions.

Situation

A senior does many code reviews but their personal cycle time is 3x the average. How to help without creating conflict?

How DevPrism solves it

  • Individual profile showing breakdown: 60% reviews, 25% coding, 15% meetings
  • Guardian agent detects review overload and suggests redistribution
  • 1:1 coach mode with progression history and auto-generated SMART goals

Outcome

Balanced workload. Senior's cycle time drops from 6.8d to 2.4d without conflict.

Key metrics

Review load balance Individual cycle time Contribution diversity
🛡️
CISO / Security Lead

Ensure security compliance without slowing developers down.

Situation

SOC 2 audit approaching. Must prove 100% of critical PRs are reviewed and secrets are never exposed.

How DevPrism solves it

  • Policy Engine blocks merge if review missing on sensitive paths (infra/, secrets/)
  • Complete audit trail: every gate decision traced with timestamp and reason
  • Real-time compliance dashboard: 98.7% compliance score, 3 documented exceptions

Outcome

SOC 2 audit passed with no major findings. Developers feel zero additional friction.

Key metrics

Policy compliance rate MTTR security issues Secret exposure incidents
⚡
Developer

Reduce context-switching between dashboards and code.

Situation

A senior engineer gets a Slack ping: 'Quality dropped since last sprint.' They have to leave their IDE, open DevPrism, navigate dashboards, correlate data manually. 30 minutes lost.

How DevPrism solves it

  • MCP Server exposes 23 tools directly in the coding assistant (Copilot, Cursor, Devin Desktop, Claude Desktop)
  • Natural-language query: 'Why did quality drop?' → DevPrism identifies the regression, source PR, and suggests a reviewer
  • Write actions: acknowledge alert, snooze, or create a rule — without leaving the IDE

Outcome

Investigation time drops from 30 min to 2 min. Developers stay in flow state. Alert MTTR reduced by 80%.

Key metrics

Alert MTTR Context switches/day Time-to-insight
💰
CFO / Finance

Capitalize R&D effort and maximize the R&D tax credit.

Situation

Year-end approaches. Finance must allocate engineering time between innovation (capitalizable) and maintenance (operating expense) to file the R&D tax credit — today it's a manual, error-prone spreadsheet exercise.

How DevPrism solves it

  • Automatic classification of dev time by category: Innovation / Maintenance / Bug fix / Refactoring / KTLO
  • Allocation per project, team, and developer with hourly breakdown, mapped to fiscal categories (R&D Tax Credit, CIR)
  • Exportable PDF/CSV report for the finance department, with documented methodology and manual override

Outcome

R&D capitalization file produced in hours instead of weeks. Tax credit basis substantiated with auditable data.

Key metrics

R&D capitalization % Innovation vs maintenance ratio Eligible R&D tax credit

* Projected outcomes based on beta testing data. Individual results may vary depending on team size, codebase, and workflows.

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