Test Planning Agent

AI test planning that starts from your requirements

AI test planning should save you from rewriting every user story as test cases by hand. Robonito's agent reads your requirements and Jira tickets, drafts a test plan, writes the cases, and points out what isn't covered yet.

Free forever plan · No code required

Diagram of how Robonito handles test planning agent: from source, through the Robonito agent, to results in Jira and Slack

Teams that refuse to trade speed for quality ship with Robonito

01The problem

Planning is the bottleneck nobody budgets for

The sprint starts, the stories are ready, and QA is already behind. Before a single test runs, someone has to read every ticket, guess at the edge cases, and type it all into a spreadsheet or test tool.

01 / 03

Hours lost to manual test design

Turning acceptance criteria into test cases is careful, repetitive work. It eats the time your testers should spend actually testing.

02 / 03

Gaps you only find in production

When planning is rushed, the negative paths and edge cases get skipped. Nobody notices until a customer does.

03 / 03

Plans that drift from the requirements

Stories change mid-sprint. The test plan doesn't, and soon nobody knows which tests still match which requirement.

02Capabilities

What AI test planning looks like in Robonito

The planning agent writes the first draft quickly, and your team shapes it into a plan they trust.

Requirements to test plans

Paste requirements, user stories, or acceptance criteria and get a structured test plan organized around what the feature must do.

User stories
Acceptance criteria

Jira tickets in, test cases out

Reference a Jira ticket and the agent drafts test cases from it, so planning starts where the work is already tracked.

Jira
Test Cases

Edge cases and negative paths

The agent suggests the unhappy paths people tend to skip, like invalid input, empty states, and permission errors.

Edge cases
Negative testing

Coverage gap checks

See which requirements have tests and which don't, so you can close gaps before the release instead of after it.

Coverage gaps
Requirements

Human review built in

Every generated case is editable. Your testers review, adjust, and approve it before anything runs.

Review
No-code editor

From plan to execution

Approved cases go into Test Suites and run with Robonito's agents on web, mobile, or desktop.

Test Suites
Execution

Isometric illustration of how Robonito works for test planning agent: give it the requirement, then review the draft plan, then run and track

03How it works

From user story to runnable tests

1
Give it the requirement
Paste a user story or acceptance criteria, or reference the Jira ticket your team is already working from.
2
Review the draft plan
The agent proposes a test plan and test cases, including edge cases and coverage gaps. Your team edits and approves.
3
Run and track
Approved cases join your suites, run on a schedule or on demand, and report results in one place.

04Where it helps

Where a test planning agent saves the most time

Sprint kickoff

A fresh sprint lands with a stack of new stories. Instead of a day of test design, your QA lead spends the morning reviewing drafted plans rather than writing them from scratch.

The vague ticket

A ticket says "users can update billing details." The agent drafts the obvious cases, then adds the ones people forget: expired cards, missing fields, and users without billing permissions.

The pre-release coverage check

Before a major release, you ask, "What haven't we tested?" The agent compares requirements with existing cases and lists the gaps so you can decide which to close.

05What you get

A plan you can defend in the release meeting

AI test planning only helps if people can see how the plan connects to the work.

Cases with a clear origin

Each drafted case starts from a specific story or ticket, so it's obvious why the test exists.

Proof you get: Test cases drafted from each user story or Jira ticket

A coverage gap list

A plain view of requirements without tests, so a gap becomes a decision instead of a surprise.

Proof you get: Coverage gap summary for the release

Execution results

Once the plan runs, Reporting shows pass rate, failures, and failure clusters for those suites.

Proof you get: Execution overview and downloadable PDF report

06Ways to start

Start small, prove it, then scale

Start free

Try Robonito on your own web app with the free-forever plan. No code required, and no time limit.

Prove it on your application

Run a no-obligation proof of concept on your real system. You get clear results and a clear recommendation before you commit.

Work with Robonito experts

Robonito Professional Services helps with test strategy, migration from existing suites, and rollout across your teams.

Explore Professional Services

07FAQ

Frequently asked questions

What is AI test planning?

AI test planning uses an AI agent to turn requirements into a test plan and test cases. In Robonito, you give the agent user stories, acceptance criteria, or a Jira ticket, and it drafts structured cases, including edge cases and negative paths, then highlights requirements that don't have coverage yet. Your testers review and approve everything before it runs.

Can AI generate test cases from user stories?

Yes. Robonito's planning agent reads a user story or its acceptance criteria and drafts test cases with clear steps and expected outcomes. It covers the main flow and suggests edge cases people often skip. Because AI can misread intent, every case stays editable, and your team decides what makes it into the suite.

How does AI test planning work with Jira?

You reference a Jira ticket in Robonito and the agent uses it as the source for test cases, so planning starts from the work your team already tracks. That keeps tests and requirements in the same conversation. Jira and Slack integration are included from the Starter plan at $20 per month, along with CI/CD integration and onboarding.

How do you find test coverage gaps?

Compare what your requirements say the product must do against the tests you actually have. Robonito's planning agent does that comparison for you and lists requirements with no matching cases, so you can decide which gaps to close before release. Treat it as the start of a conversation about risk, not a promise that nothing is missing.

Does a test planning agent replace test managers?

No. The agent handles the first draft: reading tickets, writing routine cases, and spotting obvious gaps. Test managers and QA leads still set priorities, judge risk, and sign off on the plan. The point is to move their time away from typing test cases and toward making decisions about quality.

Stop writing test cases from scratch

Start free, or book a demo and bring a real user story. We'll show you the test plan Robonito's agent drafts from it.

Free forever plan
No code required
No-obligation proof of concept