Accepted job

Work that a responsible person or system has judged complete against the result that was promised.

Updated 15 September 2026

In practice

A competitor briefing is delivered with every required section present and each material claim sourced; the reviewing analyst records acceptance, and the job becomes billable.

The distinction

Delivery is not acceptance, and a provider's `success` or `completed` status is not acceptance either. Acceptance is a business decision made against a stated test by someone entitled to make it.

On this page

The events a market can count

Agent activity produces many countable events. They sit at different distances from economic value.

Event What it records What it leaves open
Tool call An operation was attempted Whether it served a job, or was a retry
Tokens Infrastructure was consumed Whether the output was useful
Payment Value moved Whether anything was delivered
Delivery A result was made available Whether it met the promise
Acceptance A responsible party judged the result complete Cost, rework and whether the customer returns

An economy is not counted in tool calls, tokens, endpoints or pilots. It is counted in work somebody accepted and paid for. That is why acceptance is the useful endpoint: it is the first event in the chain that a buyer, a supplier and a finance system all recognise as the same thing.

What an acceptance record contains

Acceptance needs a test written before the work starts, a named reviewer or deterministic rule, a decision, a timestamp and a reason when the answer is no.

Partial acceptance and rework are separate events, not rounding. A pilot with twenty eligible jobs, eighteen deliveries and fifteen first-pass acceptances has a 75 per cent first-pass rate — not 90 per cent success because eighteen outputs appeared. The five corrected jobs still consumed labour and still bear on whether the workflow should scale.

Acceptance does not settle everything

A job can be accepted and still be unprofitable once retries, review minutes, support and integration maintenance are counted. It can be accepted by a buyer and still affect somebody who was never asked.

Read the accepted-job count beside cost per accepted job, human minutes per accepted job, incident severity and repeat use. One number in isolation is a metric; the set is a business.

Sources & context

Task-Completion Time Horizons of Frontier AI Models

METR · 2026

METR cautions that its task suite does not measure general real-world autonomy, which is why benchmark completion and accepted work are different claims.

Source checked 2026-09-13

Measuring AI agent autonomy in practice

Anthropic · February 2026

Notes that product telemetry may not capture downstream human checking, so provider-side success can overstate completed work.

Source checked 2026-09-13