← c6c6 / wf1 - AI Observability Dashboard / Inventory / Models·dashboard-v1-v1 · 2026-04-02 · draft
Qpoint
AL
$52.72 total · top spend: claude-opus-4-6 ($38.10)4 models observed

Model-Centered Topology

A model map should pair usage footprint with spend, cache efficiency, and the workflows it powers.

Useful per model: provider/family, who uses it, which agents and keys select it, what session shapes it appears in, and whether spend or cache behavior is changing.

Identity, adjacency, activity, and posture around one representative item.

Primary Consumers

Who selects this model most often.

bob@company.comtop user
Cursor v0.42.0top agent
sk-ant-...A3F2credential

Session Shape

The type of work this model is serving.

long coding sessions44 turns max
high token outputpremium spend
cache reads62%

Model

claude-opus-4-6

Premium model concentrated in a small set of high-cost sessions.

5 sessions · $38.10 total

Comparative Context

How it differs from adjacent models.

claude-sonnet-4-6volume leader
claude-haiku-4-5CI / cheap path
gpt-4orare fallback

Watch For

The questions worth asking before cost spikes.

cost slope$38.10 total
new provider mixrouting shift
cache dropefficiency loss

Provider

Anthropic

Family

claude-opus

Cache hit rate

62%

Spend posture

top spend model

Model IDFamilyProviderSessionsTotal costCache hit rateLast seen
claude-sonnet-4-6claude-sonnetAnthropic27$12.4071%today
claude-opus-4-6claude-opusAnthropic5$38.1062%today
claude-haiku-4-5claude-haikuAnthropic11$0.8244%today
gpt-4ogpt-4oOpenAI2$1.400%Mar 28