ObserveCo brain
Tells you if your AI agents are working, what they're doing, and where your money goes.
Free

๐Ÿง  Brain Analysis

See what feeds your agents. See what you can save.
12 agents FREE

Token Breakdown per component

33,800 total across 6 agents
What each part means
skills = task instructions the agent follows
tools = functions and APIs the agent can call
memory = user context and session history
guidance = behavioural rules and constraints
identity = the agent's role and personality

What CHISEL Can Save You LITE FULL per day

$ /M input tokens 50 turns/day avg
-22%
Lite saves / turn
-35%
Full saves / turn
17.1K
Tokens saved / day
$0.52
Dollars saved / day
๐Ÿ”’ Full compression saves $0.83/day vs Lite's $0.52 โ€” that's $113/year extra
Pro gives you Full compression + Auto-Watch + Token Optimiser + never-pruned history + fleet comparison

Compression see the diff, then apply

Lite: compress guidance blocks ยท Full: +memory culling +skill dedup +context refactor
Before compression
4,200 tok
When using tools, you MUST:
1. Call exactly one tool per turn
2. Pass all required parameters as shown
3. Do not add extra text before/after
4. Wait for the tool response before proceeding
(14 more lines...)
After (Lite compression)
3,276 tok -22%
Call one tool per turn with exact params.
No extra text. Wait for response. Report errors.
COMPUTER_USE_GUIDANCE (compressed):
Use coordinates, type text, take screenshots
to verify. Return to chat when done.
PLATFORM_HINTS (shared constant):
Use MEDIA_DELIVERY_HINT string for files.
(9 blocks compressed, ~924 tokens saved)
Step 1: Preview
See what changes before applying. The diff above is what you get โ€” no file is modified.
Step 2: Apply
Write the compressed version to your agent's SOUL.md file. A backup is created automatically.

๐Ÿง  Token Optimiser PRO learns from 200+ turns

Beyond simple compression. The Optimiser analyses every turn your agents take โ€” which skills are used, which rules trigger, which memory gets referenced โ€” then surgically removes what's unused and restructures what remains.

๐Ÿ”’

๐Ÿ“Š Learning progress

58% โ€” learned from 116 turns Goal: 200 turns
Skills never triggered3 of 8
Guidance rules stale2 of 5
Memory sections unusedโ€” (insufficient data)
At 200 turns, Optimiser will recommend what to prune โ€” projected 8-12% additional savings on top of compression.

๐Ÿ“ˆ Projected savings

-22%
Lite (current)
-35%
Full (available)
-43% to -47%
Projected with Optimiser after 200 turns
Lite compression + Optimiser pruning = deeper savings
โ†’ At 50 turns/day, you'll have enough data in ~2 days
๐Ÿ”’ Unlock Token Optimiser + Auto-Watch + Full compression with Pro โ†’

Drift & Usage 7-day trend

Component drift
Per-turn token usage last 24h FREE
24h ago Now
๐Ÿ”’ Pro unlocks never-pruned history & fleet-wide comparison โ†’
๐Ÿ”“ FREE
CHISEL Lite
โ€ข Compress guidance blocks
โ€ข Per-agent breakdown & drift
โ€ข 24h per-turn timeline
โ€ข 7-day component trends
22% savings per turn
๐Ÿ”’ PRO โ€” $9/mo Solo ยท $49/mo Team
CHISEL Full + Optimiser
โ€ข Full compression (memory + skills + context)
โ€ข Auto-Watch daemon
โ€ข Token Optimiser (learns from 200 turns)
โ€ข Never-pruned history & fleet comparison
โ€ข Cumulative fleet savings dashboard
Upgrade โ†’ Up to 47% savings + $113/year back
ObserveCo ยท Runtime observability for AI agents