How much of your catalog Burnish measures, and how broad the AI coverage gets.
★Engines tracked
ChatGPT
Perplexity
Gemini
ChatGPT
Claude
Gemini
Perplexity
Grok
ChatGPT
Claude
Gemini
Perplexity
Grok
★How broad the prompt set is per cycle — discovery, consideration, intent, conversion. More prompts surface more of the funnel, not just the top of it.Authority tracks 100 prompts spanning the full funnel; Presence tracks 50
50
100 (full funnel)
500 (full funnel)
★Visibility scores are statistical estimates. A tighter confidence interval means smaller week-over-week noise and earlier detection of real movement. Required to call drift with significance.The CI band shown in the dashboard is computed from your shop's sample size — it narrows automatically as scans accumulate
Computed from your sample size · narrows as scans accumulate
Computed from your sample size · narrows as scans accumulate
Computed from your sample size · narrows as scans accumulate
Refresh cadence
Continuous · every query ~30×/mo
Continuous · every query ~60×/mo
Continuous · every query ~90×/mo
★AI answers analyzed / month
1,500
3,000
7,500
Catalog execution
What Burnish optimizes after it finds a catalog gap. Autopilot Level 2 auto-applies safe Actions on every tier.
★Agent level
Autopilot (L2)
Autopilot (L2)
Autopilot (L2)
★AI-optimized / month
300
1,000
2,000
★AI-optimized blogs
20/mo
40/mo
150/mo
Safe auto-apply
Risky rewrite queue
Attribution & proof
How clearly Burnish connects catalog edits to visibility changes. Presence gets directional trends; Authority and Omnipresence add causal, statistically-significant proof.
AI Commerce Index
Live dashboard
Live dashboard + per-engine breakdown
Live dashboard + per-engine breakdown
★Attribution dashboard
Directional (per-engine trends)
Per-Action lift + cohort ROI
Per-Action lift + cohort ROI
★Market Scout
—
Weekly demand research
Weekly demand research
Morning digest
Continuous summary
Priority summary
Priority summary
Catalog optimization depth
What Burnish can rewrite. Every tier covers the everyday catalog work — Omnipresence adds programmatic AEO & SEO across a portfolio of stores.
Vision-grounded alt text
Programmatic AEO & SEO
—
—
Included — 150 blogs/mo
A/B description testing
Roadmap
Roadmap
Roadmap
Shopify safety & governance
Controls that keep catalog changes reviewable, reversible, and audit-ready. Available on every tier.
Before-snapshot audit trail
One-click rollback (90 days)
Dependency guard
Merchant approval controls
Risky Actions
Risky Actions
Risky Actions
Audit log retention
Standard
Standard
100-year retention
Depth & scale
What the paid tiers add on top of visibility tracking — competitor intelligence, causal proof, and the multi-store scale Omnipresence unlocks.
★Per-engine, per-competitor share of mentions across your tracked prompts. Trended weekly so you see when competitors gain ground.Brooks 38% / Hoka 24% / your store 11% on ChatGPT, week over week
Visibility & trends
Ranked 'why-they-won'
Ranked 'why-they-won'
On prompts you lost, a structured catalog diff against the brands the assistant did name — title, description, schema, alt text. Shows the specific gap, not a generic suggestion."Brooks Ghost 16" was named because: weight + drop + use case in the first 80 chars
—
Title, schema, copy, alt text
Title, schema, copy, alt text
★Every catalog edit Burnish applies is paired with the visibility delta that followed, with a confidence interval. So you know which Actions moved the score and which were neutral.rewriting product Y's description: +12% on Perplexity (±3pt), three weeks later
—
Specific Action -> lift
Specific Action -> lift
An estimate of revenue lift attributable to the month's batch of Actions, in dollars when the data supports it. Cohort-level so the small numbers per Action add up to a readable monthly figure.April Action batch: estimated $4,800 attributable lift
—
Estimated $ lift per monthly batch
Estimated $ lift per monthly batch
★Multi-store agency dashboard
—
—
Included + seats
White-label reports
—
—
Custom domain + logo
★Read-only API for AI Commerce Index data — scores, deltas, attribution, prompts. Pull into your BI or dashboard. Webhook events on score moves and competitor changes.GET /api/v1/index?engine=chatgpt&days=30 — returns daily scores + deltas as JSON
—
—
Multiple teammates with role-based access — viewer, approver, admin. Approval policies route risky Actions to the right reviewer; audit log exports for governance.analyst views, growth lead approves rewrites, founder retains admin
2
5, role-based
Unlimited, role-based
Support
The human layer behind the self-serve plans.
Support channel
Standard
Standard
Dedicated support
Annual billing
$1,430/yr
$2,870/yr
$6,230/yr
How Burnish works
Same loop on every tier. Depth scales as you grow.
Coverage, action, attribution, safety — the four moves Burnish runs every cycle. Presence runs the full loop across three engines; Authority extends each loop with two more engines, statistical proof, and competitor intelligence.
01 · Coverage
AI engine coverage
Burnish queries every supported engine on a fixed prompt cycle and tracks where your store gets named.
·Per-engine sampling against the same prompt set every cycle
·Confidence intervals on every score so you can tell signal from noise
·Continuous re-measurement after every catalog change
Visibility — Scales on Authority — 5 engines, 100 prompts, tighter CI from larger samples, multi-turn depth.
02 · Action
Catalog action
When Burnish finds a gap, it executes the Action back to your Shopify catalog — with merchant approval and rollback.
Rationale
Title under 4 words; missing material + cut. Schema gap on Perplexity.
After
"Heavyweight Organic Cotton Tee — Boxy Cut, Unisex"
Anatomy of a mutation
Before, rationale, after — for every change.
03 · Attribution
$5,403Attributed revenue · 30 days
Perplexity $2,458
Gemini $1,588
Grok $759
ChatGPT $598
Claude $0
Attribution timeline
Specific Action tied to specific lift.
Plan bands, not credit meters. No surprises.
Soft caps nudge, not block
90-day rollback
Native Shopify Billing
Zero-retention LLMs
Plan & launch FAQ
The questions buyers actually ask.
Billing
Can I install Burnish on Shopify today?+
Not yet. Burnish is in early access before Shopify App Store availability. The pricing page shows planned launch tiers so merchants can understand the bands now and request the right access path.
When does billing start?+
Billing starts only after Shopify install access opens and you activate a plan through Shopify Billing. There is no Shopify install or plan charge from the pricing page today.
Do I need a credit card now?+
No. The AI Commerce Report is free, end to end. We only ask for your Shopify store URL and an email address — the email is for delivery, so we can send the report to you. There is no Shopify subscription charge until you install Burnish through the App Store and activate a plan via Shopify Billing.
Is the AI Commerce Report really free?+
Yes. The full report — all 5 engines, all 4 queries, per-product breakdown, downloadable PDF, and revisit link — runs without a card. We email the report to the address you submit, and the revisit link stays open for you to come back to.
Can I cancel or downgrade at any time?+
Once billing opens, cancellation and plan changes run through Shopify Billing. Downgrades take effect on your next billing cycle. Existing activated early-access stores keep their original Burnish rate against future list-price changes.
Mechanics
What's an "AI prompt," and why does it matter?+
A prompt is a shopper-style question we send to AI engines on your behalf, for example, "best running shoes under $100" or "good DTC skincare for sensitive skin." Burnish records whether your store gets named, where it appears in the answer, and which sources the AI cites. Tier prompt counts determine how broad your visibility readout is.
What's the difference between Reviewer-level and Autopilot-level?+
Reviewer (Level 1) queues every catalog change for your approval before it applies. Autopilot (Level 2) auto-applies high-confidence Actions (alt text, basic schema, taxonomy) and queues lower-confidence Actions (title or description rewrites) for your approval. Burnish runs Autopilot Level 2 on every paid tier — Presence and Authority behave identically here: safe Actions auto-apply, risky rewrites queue for your approval. You decide which change types are allowed to publish on their own from the per-field auto-publish settings on the Storefront autopilot tab; anything you switch off routes to the review queue instead. Either way, every change is timestamped, reversible, and audited.
What does attribution actually show me?+
Burnish pairs each catalog edit with the visibility change that follows. Directional attribution on Presence shows per-engine trends and which prompts you started winning. Causal mapping on Authority links specific catalog edits to specific lift on specific engines, on a timeline, with 95% confidence intervals.
Limits
What is a soft cap, and how does it work?+
Soft caps on mutation count and monitored products are nudges, not blockers. When you exceed your cap, the agent finishes the current cycle and shows an in-app prompt suggesting the next tier up. Persistent excessive use, 3x the cap for two consecutive months, triggers a conversation, not an automatic block.
Why does Presence include three engines, not all five?+
Presence covers ChatGPT, Perplexity, and Gemini — the AI assistants most shoppers use day-to-day — so you get a clear first read on how you appear where it matters most. Authority adds Claude and Grok for full five-engine coverage, plus deeper analysis. The upgrade path is direct.
What counts as a "mutation"?+
A mutation is any catalog write the agent applies to your Shopify store: an alt text added, a description rewritten, a metafield populated, a schema field patched, a taxonomy normalized. Read-only operations (scans, queries, audits) don't count against your cap.
Start with the audit. Save 20% on month one.
Presence
$119.99
Authority
$239.99
First month with 20% activation coupon · auto-applied on install