Grounded
Same data your team works in.
Ask Workbench reads GA, Clarity, and PR history — nothing invented.
Workbench / Ask Workbench
Ask across KPIs, pages, and PRs
Query analytics, proposals, and audit history in plain language — answers grounded in your sites, with citations and a path to ship.
Trusted by teams renewing the web
VercelWorkbench / Modules / Ask Workbench
Queries today
47
Across team
Cited answers
100%
With sources
Promoted to PR
11
This week
| Question | Cited source | Status | |
|---|---|---|---|
| Pages that lost conversion? | GA · 7d | 3 AI PRs | Ready |
| Rage clicks on pricing? | Clarity | Open PR | In review |
| Who approved hero B? | Audit log | View trail | Answered |
| SEO title gaps? | Search console | Draft PR | Draft |
| Portfolio bounce outliers? | GA · all sites | Queue | Queued |
5 recordsSample data
Built for real website teams
Powering ask workbench
Query analytics, proposals, and audit history in plain language — answers grounded in your sites, with citations and a path to ship.
Join the waitlistCommon use cases
From KPI signal to shipped improvement
Grounded
Citations on every claim.
Jump to the KPI, page, or proposal behind the answer in one click.
Grounded
Portfolio-aware.
Query across properties while respecting each brand’s rules.
Actionable
Promote insights to work.
Draft a layout PR, open an A/B, or queue a review without leaving the thread.
Actionable
Governance respected.
Sensitive pages stay gated — the assistant never skips your approval path.
Actionable
Cross-surface joins.
One question can span analytics, sections, and open proposals.
Trusted
Evaluation over demos.
Answers stay precise as your sites and schemas evolve.
Trusted
Human in the loop.
Ship still requires your reviewers — Ask Workbench proposes, people decide.
Trusted
Works beside the OS.
The same assistant surfaces inside modules, not as a bolted-on chatbot.
Renewal context
Analytics, proposals, and audit — connected
Workbench keeps KPI evidence, AI PRs, and approval history attached to every page and section, so every renewal decision starts with what your sites already know.
Why Workbench
Ask Workbench on one operating foundation
Plain language
Ask like an operator — get cited answers.
KPI-aware
Suggestions point to underperforming UI with metrics.
Cross-surface
Analytics, pages, and PRs in one answer.
How we work
From connect to shipped experiments
01
Connect
Link GA, Clarity, and a property. Workbench maps pages, sections, and the KPIs that matter.
02
Review
Your team tests real AI PRs with WHY and WHAT, confirms brand guardrails, and sets approval roles.
03
Ship
Promote approved variants as A/B tests, observe lift, and expand across the portfolio.
Operational outcomes
The numbers behind the work
47
Queries today
100%
Cited answers
11
Promoted to PR
Frequently asked questions
Running ask workbench on Workbench
How does Ask Workbench fit our renewal workflow?+
Query analytics, proposals, and audit history in plain language — answers grounded in your sites, with citations and a path to ship.
Can we connect analytics and keep brand control?+
Yes. Workbench connects GA, Clarity, and proprietary trackers, and keeps AI changes inside your design system and approval rules.
How does the team stay in control?+
Roles, approvals, owners, and a complete audit trail stay visible. AI drafts proposals while people retain sign-off.
How quickly can we start?+
Connect one property, review KPI-backed AI PRs, validate with your reviewers, and expand from that working foundation.
