How is Vantage different from ChatGPT or Claude?

ChatGPT and Claude write you a document. Vantage keeps the document, prototype, tickets and roadmap connected to the feedback and decisions behind them, and tells you when one of them changes. You can also bring your Vantage context into Claude or ChatGPT, so you don’t have to choose.

Do I have to move off Notion or Linear?

No. Keep the tools you use and connect them to Vantage. Tickets push to Linear with two-way sync, and you approve every change that comes back.

What can I do in the first ten minutes?

Paste customer feedback or describe a problem, and get a PRD with every requirement linked to its source. You can try the demo on this page without signing up. Connect your tools whenever you’re ready.

I own several projects. What does Vantage do across them?

It briefs you every morning on what needs your call, catches specs that contradict each other, and flags anything that went stale after a decision changed. It works for a single project and earns its keep at two or more.

What if the AI gets something wrong?

Nothing updates silently. Every requirement cites the quote, call or metric behind it, and every change arrives as a diff you accept or reject before it touches your docs, tickets or Linear.

Can I use Vantage from Claude or ChatGPT?

Yes. Connect Vantage’s MCP server to Claude, add the GPT Action in ChatGPT, or use an API key. Then ask about your projects, search your specs, or create tickets from wherever you work.

Start on your own for free. When teammates join, they work from the same context, with admin, editor and viewer roles and private drafts that stay invite-only until you publish.

What does fair use mean on the unlimited features?

Unlimited features are meant for real day-to-day work by one person: up to 50 questions a day on Pro and Business, and on Business up to 10 PRDs, journeys or ticket batches a day. Very few people get close. If your team regularly needs more, talk to us.

Your data is encrypted in transit, and we never train on it. The AI providers we use are contractually barred from training on it too. You can disconnect any integration or delete your account at any time. We’re pursuing SOC 2 Type II.

How much does it cost?

Vantage is free to start with 300 credits and no credit card. Projects are unlimited on every plan, and AI work like generating a PRD or a ticket batch uses credits. Pro is $19 per seat a month billed annually ($25 monthly) with 1,500 credits a month, unlimited questions and prototypes. Business adds a shared team workspace and 4,000 credits per seat a month.

Does enabling auto-add backfill every existing matching issue?

No. Existing matches are not automatically backfilled merely by enabling the workflow. Review and add the intended existing work separately.

Why can a project query fail as an auto-add filter?

The auto-add filter supports fewer qualifiers than general project search. Check supported syntax instead of copying a complex view query.

How should I respond when auto-add brings in too much work?

Review which repository scope and supported filter clauses admitted the unwanted items. Narrow the rule deliberately, then review existing project items separately rather than assuming a filter change cleans up the project.

How-To2026-10-292 min read

Auto-Add GitHub Project Issues

Use the project built-in auto-add workflow to add repository items matching a supported filter. Existing matching items are not backfilled just because the workflow is enabled.

Step-by-step guide

Check access and scope

You need permission to configure project workflows and access to the target repository. Workflow counts and capabilities depend on the plan.

Open auto-add workflows

Open project Workflows and select Auto-add to project. Open the project menu, choose Workflows and select Auto-add to project; choose the repository before entering criteria.

Choose the repository

Choose the source repository.

Worked example: Use a maintained release-review label to bring triaged issues into a launch project. Add preexisting work intentionally instead of assuming enabling the workflow imports the whole backlog.

Set supported filter criteria

Enter a narrow supported filter such as is:issue label:release-review.

Enable the workflow

Save and turn on the workflow.

Test a new matching issue

Create or update a harmless matching issue and inspect the project.

Verify the result

A matching newly created or updated issue appears and a nonmatching issue stays outside the project.

Common mistakes

Check the handoff edge case

A broad label filter can pull unrelated work into the project. Start with a narrow rule and inspect nonmatching examples.

Sources and verification

Based on product documentation checked on 2026-10-24. This is a documentation-based guide, not a hands-on benchmark. Features and availability can change.

Frequently asked questions

Spend less time on setup, more on decisions

Vantage connects your tools and generates specs grounded in real data. Free to start.

Spec to tickets

Working in GitHub? Turn your spec into dependency-ordered tickets.

Paste the feature or spec. Vantage pulls out the requirements and breaks them into tickets, ordered by what blocks what, ready to groom with your team.

How this works

We save what you typed. No AI runs on this page.
You create a free account.
Vantage builds a PRD and dependency-ordered tickets from it inside your own workspace.

Why ask for an account? We’re a small team, and a full generation runs a multi-step AI pipeline that costs us real money. So we tie it to a free account instead of running it anonymously. You also get to keep the result and edit it.

Your text is only used to create your project, and it stays private to your account. If you don’t sign up, we delete it after 7 days. Privacy policy

Free to start. No credit card required.