Use Cases
See how teams control
Prismo
From individual agent sessions to engineering-wide visibility, Prismo shows where AI coding agents are efficient and where they waste context.
Claude Code, Codex & Cursor
Agent Efficiency
See where AI coding agents waste context, repeat work, and inflate engineering spend.
42%
Waste found
<5m
Setup time
0
Code uploaded
The Challenge
- ✕Agents repeatedly read the same files
- ✕Tool output floods context with logs and builds
- ✕No visibility into inefficient sessions
The Prismo Solution
- ✓Keep safe aggregate efficiency metrics synced
- ✓Track waste by repo, tool, and session
- ✓Show top causes, repairs, and verified savings
Real Example
BEFOREAgent sessions → invisible token waste
AFTERPrismo connector → efficiency workspace
Verified savings become measurable
Prevent Waste During Sessions
Live Guardrails
Run guard beside coding agents to catch waste patterns before they become hidden spend.
42+
Events synced
Live
Heartbeat
0
Raw output
The Challenge
- ✕Long test output gets pulled into agent context
- ✕Generated artifacts and lockfiles become visible
- ✕Sessions carry stale context past task boundaries
The Prismo Solution
- ✓Run guard to monitor active session pressure
- ✓Use shield for noisy test and build commands
- ✓Sync prevented-token events to the dashboard
Real Example
BEFOREnpm test output → agent context flood
AFTERshield + guard → clean session context
442k tokens prevented from tool-output floods
Team, Repo & Session Visibility
Engineering Leadership
Understand whether AI agents are improving engineering efficiency across teams and repos.
10+
Repos tracked
100+
Sessions ranked
All
Teams visible
The Challenge
- ✕No way to compare agent efficiency by team
- ✕Leaders see spend but not engineering waste causes
- ✕Local subscription-agent usage is hard to quantify
The Prismo Solution
- ✓Rank inefficient sessions by likely avoidable context
- ✓Show repo and tool-level efficiency breakdowns
- ✓Save paid workspace sessions for each workstream
- ✓Pair PrismoDev metrics with optional spend controls
Real Example
BEFOREAI adoption → unclear productivity impact
AFTERPrismo workspace → saved sessions by repo
Cost per merged PR becomes measurable
Ready to control AI agent efficiency?
Connect PrismoDev once, keep safe metrics synced, and run live guardrails in minutes.
SOC 2 in progress
5-minute setup
Free during beta