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In practice

Composure, in practice.

Real, measured results — not promises. The graph, memory, and blueprints cut tokens, time, and rework. Each one links to the full technical write-up.

The three that prove the headline

If you read three, read these first.

Cost

86%

86% cheaper per session

See the run

Discovery

30×

30× fewer tokens than agent exploration

See the run

End to end

30 min

Full dashboard system in 30 minutes

See the run

Full archive

Cost

Cost efficiency

86%

cheaper with prompt caching

A full CLI auth system, planned and built in 28 minutes

See the result

Efficiency

20×

leaner session-start context

20× less scaffolding before you type a word

See the result

Cache economics

98.8%

cache hit across a 9.5-hour session

The session that wouldn’t fit in one context — or one budget

See the result

Planning

Planning efficiency

2.75×

more efficient than native plan mode

Same task, same session — 130k tokens saved

See the result

Planning quality

39/40

plan quality after one template change

One template change, 28/40 to 39/40 — across five independent runs

See the result

Estimation

estimate accuracy, two methods, eight days apart

A quote and the build it predicted, 3% apart

See the result

Memory

Discovery

30×

fewer tokens than agent exploration

Code-graph queries replace agent fan-outs

See the result

Multi-model

35%

cost reduction, zero context lost

Plan on Opus, build on Sonnet, review on Opus

See the result

Discovery

37%

higher quality than agent exploration

The graph maps the code; reading it beats sending agents

See the result

Security

Deploy

22 min

clean build to live with A/A+ headers

Repo, deploy, and security hardening in 22 minutes

See the result

Security

12 min

CVE alert to committed fix, no context switch

Two CVEs detected and patched in 12 minutes

See the result

Scale

End to end

30 min

blueprint + 1,831 lines shipped

A full dashboard system, planned and built in 30 minutes

See the result

Design

26 min

research to a 13-page live site

From competitive research to a 13-page website in 26 minutes

See the result

Scale

37×

fewer tokens across 15 codebases

Fifteen codebases, one session, two minutes of discovery

See the result

Scale

$830

for a full back office — $4,211 uncached

Fifty-two instances, one orchestrator, two findings caught pre-ship

See the result

Autonomy

1 command

market research to a verified, running SaaS

One invocation, market research to a running SaaS

See the result

The math is the pitch.

Cheaper tokens, fewer agent spawns, no rework. Go Pro from $39/mo.

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