Layer 4 handshake
Gigs and programs
When annotation and evaluation programs connect to the vault, analytics cover the full loop from task assignment to payout without leaking raw PII into BI.
Analytics & delivery
Signals about usage, quality, and delivery that belong in your warehouse.
Exports and pipelines built to fit your BI workflow. Usage, quality, and program health with consent-aware metrics.
Dedicated product site
ent-analytics.4stax.comThis offering has a dedicated site. If it is not live yet, contact us for early access.
If it can’t plug into your data stack, it’s not useful.
Pillars
Warehouse-first exports
Shape events so data teams can join them to cost, risk, and reliability models you already maintain.
Quality tied to consent
Annotator and reviewer signals weighted by policy scope so vanity throughput does not crowd out governed work.
Delivery realism
Clear latency and freshness expectations per integration, with SLAs where applicable.
Operator view
For platform and AI leads
Leaders see whether memory investment is paying off in fewer repeated prompts, safer handoffs, and cleaner eval cycles.
What we optimize for
- Time-series scale planned as usage grows
- Schema priorities shaped with partner teams
- Program throughput tied to consent boundaries
On the overview
Usage, quality, and delivery signals you can pipe into warehouses and BI, not another siloed dashboard.
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