/ Compass · AI Feature

Real signals in.
Clear patterns out.

Compass connects read-only to the tools your team already uses, takes numbers-only snapshots over time, and deterministically infers what’s shifting — in plain language. No content reading. No black-box guessing.

Deterministic and aggregate. Compass reads login · usage signals and calendar metadata — never the content inside your tools.

/ How it works

How the inference engine works

Three stages, fully reproducible. No model weights to explain, no confidence intervals to hide.

STEP 01

Connect, read-only

Start with one real source (Google Calendar OAuth), add more over time. Read-only scopes; tokens encrypted server-side. Compass never requests write access or content-level permissions.

STEP 02

Snapshot & diff over time

Compass stores immutable, numbers-only aggregate snapshots on a schedule — counts and durations, never content — then diffs them across weeks. Each snapshot is append-only and audit-logged.

STEP 03

Deterministic inference

A pure, reproducible function reads the diffs and surfaces the pattern. No LLM in the loop, no hidden scoring — the same inputs always give the same answer. You can audit every rule.

/ Example output

What it infers: Work Patterns

Here is what an inference result looks like after six weeks of calendar snapshots. The engine produces a plain-language headline, a trend line, and supporting signals — nothing more.

compass · work-patterns · team view
Focus time is eroding — fragmented by meeting load.

Weekly deep-focus percentage — 6-week window. Downward trend: −18 pp from W1 to W6.

Meeting load up ~18% vs baseline — calendar fragmentation is compressing uninterrupted blocks.
Longest uninterrupted block down from 95 to 52 min — a 45% reduction across the observation window.
Illustrative data. On a real org, inference weights real snapshots once at least 3 have accrued; before that it’s clearly flagged as a synthetic baseline. The chart you’re reading uses illustrative values only.

Deterministic and numbers-only. Compass reads login/usage signals and calendar metadata — never content. Aggregate by default. The engine surfaces the pattern; you decide what to do with it.

Compass