For the complete documentation index, see llms.txt. This page is also available as Markdown.

Pipelines (Beta)

Multi-owner review chains where each stage's agent judges a submission against that stage's requirements, and the stage owner has the final say

Most approvals are a chain of people: legal reads the contract, finance checks the numbers, a director signs it off. The work is real, but the process is usually email — nobody knows where a submission sits, what was already checked, or what still needs fixing.

Pipelines turn that chain into a structured review. A pipeline is an ordered set of stages. Each stage has an owner (a person) and an AI agent that reads the submission against that stage's requirements and produces a verdict with reasons. The owner confirms it or overrides it. An item only reaches the end if every stage approves — and a denial doesn't kill it, it goes back to the submitter with a checklist of required changes.

Pipelines is in Beta and is available on plans that include it. If you don't see Pipelines under Build in the navigation, it isn't enabled for your organization.

Who Is This For?

  • Deal desks & sales leadership — pricing, discount, and renewal approvals with an audit trail

  • Legal & contracts teams — first-pass contract review that catches the obvious problems before a human reads it

  • Finance — margin, LOE, and invoice checks against a written bar

  • Delivery & engineering leads — design reviews, change requests, go-live readiness

  • Compliance & security — vendor intake, questionnaire review, exception requests

  • Anyone who owns a queue — if work reaches you as "can you take a look at this?", that's a stage

Key Benefits

Benefit
Description
Business Impact

Agent-First Review

Each stage's agent reads the submission and produces a verdict with reasons before a person looks

Reviewers arrive at a decision, not a pile of files

Real Ownership

Every stage has a named owner, and the agent runs as that owner with their integrations

Decisions stay accountable to a person

Actionable Denials

A return carries a numbered checklist of required changes

Submitters know exactly what to fix

Resume, Don't Restart

A revision re-enters at the stage that returned it

No re-approving the stages that already passed

Apply Changes

Darcy can work the required changes itself, edit the scope of work, and resubmit

The mechanical half of a revision stops costing anyone a day

Private Reviewer Guidance

Requirements are public to submitters; extra agent guidance is not

Reviewers can steer the agent without coaching the submitter

Documents as Output

A stage can be configured to produce files — a memo, a redline, a filled-in checklist

Review chains that generate the artifact, not just an answer

Context That Travels

Submissions can carry files, meetings, and scopes of work, re-read from the source before each review

Reviewers judge the scope as it stands today, not a stale copy

Completion Summary

An approved item gets a written account of the whole run

The record is readable months later

Full Visibility

A board per pipeline, a personal queue, an event timeline, and agent transcripts for reviewers

Nothing is stuck without someone knowing

How Pipelines Work

A resubmission re-enters at the stage that returned it, so the approvals already given stand.

Step
What Happens

Build

A pipeline owner creates the pipeline and adds a stage per reviewer, each with requirements, an owner, and an agent

Publish

The pipeline goes from draft to active and starts accepting submissions

Submit

Someone submits an item — a title, a summary, and up to 10 files — and the first stage's review starts immediately

Review

The stage's agent reads the requirements and the files, then approves or denies with reasons and a list of required changes

Decide

The stage owner confirms the agent's recommendation or overrides it — or, in Agent decides mode, the verdict stands on its own

Revise

A returned item goes back to the submitter, who works the checklist and resubmits to the same stage

Complete

Once the last stage approves, the item is approved, deliverables from every stage are gathered, and a completion summary is written

Item Statuses

Status
Meaning
Who holds it

In review

A stage's agent is working

Nobody — wait

Awaiting owner

The agent has answered; the verdict needs confirming

The stage owner

Returned

A stage denied it; required changes are listed

The submitter

Approved

It cleared every stage

Done

Cancelled

Withdrawn by the submitter or the pipeline owner

Nobody

Pipelines vs. Workflows

Pipelines and Workflows both put agents to work, but they answer different questions:

Workflows
Pipelines

Question answered

"Produce this for me"

"Is this good enough to pass?"

Shape

Tasks executed by one or more agents

Ordered stages, each with a human owner

Who is involved

The person who runs it

A submitter and one reviewer per stage

Outcome

A generated deliverable

A decision — approved, or returned with changes

Human role

Reviews the result at the end

Owns a gate in the middle

Use a workflow to create something. Use a pipeline to approve something — including something a workflow created.

Who Can Do What

Role
Capabilities

Pipeline owner

Create and edit the pipeline, add/reorder/delete stages, reassign stage owners, publish, archive, delete, share — and override any stage's decision

Stage owner

Configure their own stage (requirements, agent, guidance, decision mode, outputs) and decide on items at it

Additional approver

Decide on items at a stage they don't own, and see the pipeline — without configuring the stage or running its agent

Submitter

Submit items, work the findings checklist, resubmit, cancel their own item

Shared viewer

See the pipeline and its items without deciding on them

Stage owners can configure their own stage without holding edit rights on the whole pipeline. Only the pipeline owner can hand a stage to someone else.

Getting Started

1

Open Pipelines Go to Build → Pipelines. The home page shows your personal queue, a place to submit, and every pipeline you can see.

2

Create a pipeline Give it a name, a description, and intake instructions telling submitters what to include. It starts as a draft and accepts nothing yet. See Building a Pipeline.

3

Add a stage per reviewer Each stage needs a name, an owner, an agent, and requirements — the bar a submission has to clear. Requirements are shown to submitters before they submit.

4

Publish Publishing turns the pipeline active. If a stage is missing an owner or an agent, publishing tells you exactly which one.

5

Submit the first item Use Submit item on the pipeline. The first stage's agent starts reviewing straight away. See Submitting & Revising Items.

6

Work your queue Reviewers see what needs their decision on the Pipelines home page and get notified when an item reaches their stage. See Reviewing & Deciding.

Next Steps

Goal
Documentation

Create a pipeline and configure its stages

Submit work and respond to a return

Work a review queue and make decisions

Get files out of a pipeline

Drive pipelines from chat, agents, or MCP

Configure the agents that do the reviewing

Generate documents instead of approving them

Last updated

Was this helpful?