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.

Do label changes propagate to every repository?

No. Labels are repository-scoped. A label change in one repository does not automatically update the corresponding label elsewhere.

Why should I check label consumers before renaming?

Renaming a workflow-critical label without checking consumers can break routing or release-note classification. Review dependencies before editing.

How should I decide whether to split a repository label?

Split it when reviewers repeatedly need to distinguish two different meanings. Define the new values and reclassify sample issues before updating saved searches or automation consumers.

How-To2026-10-292 min read

Manage Repository Labels in GitHub

Use a maintained repository label set to classify work and make triage predictable. Labels belong to repositories; editing a label in one repository does not automatically update others.

Step-by-step guide

Check access and scope

Creating labels requires repository write access. Agree on meanings before changing labels used by filters, release notes or workflows.

Audit labels and consumers

Review existing labels and their consumers.

Define taxonomy dimensions

Choose clear dimensions such as area, priority or evidence need.

Worked example: Use area:identity for invitation-token work and needs:reproduction for missing evidence. Keep the dimensions separate so a triage filter does not depend on combined labels with unclear meaning.

Create described labels

Create or edit labels with short descriptions.

Classify representative work

Apply the taxonomy to representative issues and pull requests.

Review missing labels

Review unlabeled items and obsolete synonyms.

Verify the result

A maintainer can explain each label and the important saved searches still return expected work.

Common mistakes

Check the handoff edge case

Combining area, priority and evidence state in one label multiplies categories. Keep independent dimensions separate.

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.