Vantage is an AI operating system for product teams. It connects every product decision to the data that drove it, across tools like Linear, Jira, Figma, Slack, and your codebase, then generates PRDs, prototypes, user journeys, and tickets from that grounded context.

How does Vantage keep documents and tickets up to date?

When reality shifts, you add the new context and Vantage rebuilds every connected deliverable. Documents, prototypes, and tickets all update. You review the changes, accept or reject each one, and approve. Nothing updates silently, and every change is traceable in the activity log.

Which tools does Vantage integrate with?

Vantage syncs two-way with Linear and Jira for tickets, and grounds its answers in sources you connect: your codebase, analytics providers like Amplitude and Google Analytics, Figma files, Slack threads, and docs. Every output traces back to those sources.

Can Vantage generate PRDs and prototypes?

Yes. Vantage generates specs, memos, and one-pagers where every line traces to a source you connected, and turns requirements into clickable prototype variants you can compare side by side, share via a public link for feedback, and attach to tickets.

How does compliance checking work in Vantage?

Vantage checks your requirements against GDPR, HIPAA, SOC2, CCPA, PCI-DSS, WCAG, and any custom compliance rules you define before code is written. It surfaces advisory risks for legal and security to review, catching gaps at the requirements stage instead of after launch.

How is Vantage different from Notion or Linear?

Notion is built on a page. Linear is built on a task. Vantage is built on a decision. When you update a requirement in Vantage, every connected deliverable (PRDs, tickets, prototypes) rebuilds automatically. Notion and Linear store documents. Vantage connects them.

How do I get started?

Sign up free at app.vantageos.tech. Connect your tools, and generate your first grounded document within minutes. No credit card required. Upgrade when you need more projects or features.

Can I connect both Amplitude and Google Analytics?

Yes. Vantage supports connecting both tools simultaneously. Many teams use Google Analytics for traffic and acquisition data and Amplitude for product behavior data. Connecting both gives Vantage the fullest picture of your product context.

What data does Vantage pull from analytics tools?

Vantage pulls metrics, funnels, retention data, and behavioral patterns. It does not pull raw user-level data or personally identifiable information. The data is used to ground PRD generation, power dashboards, and trigger rebuild notifications when metrics change.

How does Vantage use analytics data?

Analytics data serves three purposes in Vantage: grounding PRD generation with real metrics (so specs reference actual numbers, not assumptions), powering requirement-tied dashboards, and triggering automatic rebuild notifications when a metric connected to a spec changes significantly.

What if we use a different analytics tool?

Vantage currently supports Amplitude and Google Analytics as direct integrations. If you use a different tool like Mixpanel or Heap, you can still use Vantage for all non-analytics features. Analytics integrations for additional tools are on the roadmap.

Integration ComparisonJuly 8, 2026

Amplitude v/s Google Analytics: Which to Connect First?

Vantage connects to both Amplitude and Google Analytics. But if you are setting up for the first time and want to start with one, which gives you more product context? Here is a practical breakdown.

TL;DR

If your team focuses on product behavior (funnels, retention, feature adoption), connect Amplitude first. If your team cares more about traffic, acquisition channels, and page-level metrics, connect Google Analytics first. If you use both, connect both. Vantage merges the context.

What Vantage does with analytics data

Vantage uses analytics data in three specific ways, and understanding these helps you decide which tool to connect first:

Grounded PRD generation

When you generate a PRD, Vantage references real metrics from your analytics tool. Instead of "users drop off during onboarding," your spec says "23% of users drop off at step 3 of the onboarding flow (Amplitude, last 30 days)." The claim is sourced and verifiable.

Requirement-tied dashboards

Build dashboards where each chart is connected to a specific product requirement. When leadership asks about feature impact, the analytics data is already tied to the decision that drove the feature.

Rebuild triggers

When a metric connected to a spec changes significantly, Vantage flags the affected requirements for review. This is how specs stay current without manual monitoring.

Amplitude with Vantage

Amplitude is a product analytics tool built for behavioral data. It excels at funnels, cohorts, retention curves, and feature adoption metrics. For Vantage users, this means:

Richer behavioral context in generated specs (funnel drop-offs, retention rates, feature usage)
More granular rebuild triggers (metric changes scoped to specific features)
Better query engine answers for product behavior questions

Best for: Product-led teams, SaaS companies, teams focused on user behavior and feature adoption.

Google Analytics with Vantage

Google Analytics (GA4) provides traffic, acquisition, and page-level engagement data. It is broader than Amplitude but less deep on product behavior. For Vantage users, this means:

Traffic and acquisition context in generated specs (channel performance, landing page data)
Page-level engagement metrics for content and marketing-driven features
Free to use (no additional analytics tool cost)

Best for: E-commerce teams, content-driven products, teams that do not have Amplitude and want analytics context without adding a new tool.

When to connect both

Many teams use both tools for different purposes. Google Analytics handles traffic and acquisition. Amplitude handles product behavior. When you connect both to Vantage, the query engine can answer questions that span both data sets: "Which acquisition channel brings users with the highest 30-day retention?" requires traffic data from GA and retention data from Amplitude. Vantage merges the context.

Our recommendation

If you already use Amplitude, connect it first. The behavioral data is more directly useful for product requirements. If you only use Google Analytics, connect it. You will still get meaningful analytics context in your specs and dashboards. If you use both, connect both for the most complete picture.