Needset Control Plane

Sign in to the control plane

Paste a Needset API key. It is kept in this tab's memory only and is never written to disk or cookies.

API key

Storagefrom the data lifecycle

Lifecycle not configured on this service.

Audit chainkeyed hash chain

Ingest a new assetbytes are chunked, deduplicated and encoded; the source is preserved

Asset id Source data

Choose filesChoose folder

Choose or drop a file, multiple files, a folder, or a prepared archive.

CSV / JSONLParquetImages / videoZIPTAR / TAR.GZAny binary

Preparing upload0%

Waiting to start

optimize

Register an existing objectnever copies bytes; verified on optimize

Asset idSource key

Source bytes

Source sha256

Scan a source prefixregister what is already in your bucket; nothing is copied, rerunning is safe

Prefix

Asset id prefix

optimize new

Assetsverify → approve → activate → (retire source)

Connections

Choose how data reaches Needset, monitor each path, and keep credentials inside your cloud. Green is operating normally, yellow needs setup or attention, and red requires action.

CheckingNeedset control planeRunning diagnostics…

CheckingStaff accessChecking sign-in method…

CheckingData lifecycleChecking storage…

Connection activitycurrent tenant

Recommended enterprise setup

Staff sign in through corporate SSO.
Workloads use limited service-account keys.
Cloud credentials remain in the customer's secret manager.
A private connector scans approved prefixes.
Health, schedules, audit events and savings report here.

Import evaluation resultslm-eval-harness results.json, or any JSONL with a label and a score

File

Model version

Pass threshold

JSONL: need field

JSONL: score field

JSONL: id field (optional)

Record a failure signaleval failures become demand

Event id

Model version

Evaluator

Occurred at (ISO)

Needs (JSON: {"reasoning":1.0})

Severity

Confidence

Upsert a candidatea data representation the compiler may select

Candidate JSON

Failure signals

Candidates

Compile a plandemand is derived from recorded failures unless need weights are given

Byte budget

Decode ms budget

As of (ISO)

Half-life days

Minimum quality

Minimum trust

Max per source (blank = none)

Model version filter

Minimum coverage (JSON, optional) Need weights override (JSON, optional; blank uses failure-derived demand)

Plans

Why this plan

Selected

Excluded

Create a shadow pilotmeasures without changing production

Plan idPilot id

Min quality

Max regression

Min savings

Max error rate

Record an observationmetered baseline or shadow window

Pilot id

Observation id

Phase

Meter source

Work units

Cost USD

Bytes read

GPU wait s

Quality

Error rate

Pilotsevaluate → activate (named approver) → rollback

Estimate economicsyour measured cost base, conservative reductions

Record a savings proofbefore/after window bound to a plan

Estimates

Savings proofs

Audit logevery mutation, chained and MAC'd

Schedulesrecompile or rescan on a cadence; results land here and in webhooks

Schedule id

Kind

Every (seconds)

Request JSON (compile: byte_budget, decode_ms_budget…; scan: prefix, asset_prefix, optimize)

Webhookssigned JSON on every event; verify Needset-Signature with the secret shown once

URL (https) Events

Issue a keyleast privilege; the secret is shown once

LabelRoles