DUBOT RESEARCH

What can your AI actually do?

What can your AI actually do?

What can your AI actually do?

Evidence-backed reports on what product AIs can prepare, execute, and prove inside the products where work gets done.

Evidence-backed reports on what product AIs can prepare, execute, and prove inside the products where work gets done.

Check your product

Check your product

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Shopify Sidekick

CAPTURED

One prompt to a live product record.

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Calendly

PUBLIC · AUG 2026

34 MCP tools, graded from outside.

Read report →

Two reports live across commerce and scheduling.

FEATURED REPORT · SHOPIFY SIDEKICK

One prompt became a complete Shopify product.

One prompt became a complete Shopify product.

One prompt became a complete Shopify product.

The strongest proof is a captured workflow: Sidekick shaped the offer, prepared the product record, and stopped at the merchant’s final approval. Shopify then showed the product as created.

The strongest proof is a captured workflow: Sidekick shaped the offer, prepared the product record, and stopped at the merchant’s final approval. Shopify then showed the product as created.

Shopify product page showing the Agent Readiness Audit created after Sidekick prepared the product record
Shopify product page showing the Agent Readiness Audit created after Sidekick prepared the product record

Captured June 2026. Sidekick prepares the record; the merchant keeps the final Save.

CAPTURED · JUNE 2026

1m 33s

Prompt to Shopify confirmation

SELF-REPORTED · AUGUST 2026

44

Tasks across eight commerce domains

CAPTURED · JUNE 2026

Prepare

Sidekick builds the draft; the merchant saves.

ANSWER · 12

PREPARE · 7

FINAL WRITE · 14

HUMAN-ONLY · 6

Counts summarize Sidekick’s August 2026 self-report. Five navigation tasks sit outside this axis.

Read the Shopify Sidekick report

COMMERCE WORKFLOWS

Commerce is where agent capability becomes visible.

Commerce is where agent capability becomes visible.

Commerce is where agent capability becomes visible.

Products, discounts, collections, storefronts, and order resolution create testable outcomes inside the system of record.

Products, discounts, collections, storefronts, and order resolution create testable outcomes inside the system of record.

01 · CAPTURED

01 · CAPTURED

Create a product

Create a product

Captured in Shopify: Sidekick prepared the record and the merchant retained the final Save.

02 · NEXT TEST

02 · NEXT TEST

Create a discount

Create a discount

Next test: activation, combination rules, customer effects, and the approval boundary.

03 · NEXT TEST

03 · NEXT TEST

Build a collection

Build a collection

Next test: rule construction, product inclusion, publication state, and reversibility.

04 · NEXT TEST

04 · NEXT TEST

Resolve an order issue

Boundary test: explanation, refund, cancellation, restock, notifications, and the exact stopping point.

EVIDENCE CONTRACT

✓ Captured proof stays separate from self-report.

✓ Consequential writes name the approval boundary.

✓ Downstream effects stay unverified until observed.

✓ Each report shows when the evidence was collected.

CHECK YOUR PRODUCT

Show us one workflow your AI should finish.

Show us one workflow your AI should finish.

We’ll map the job, the action boundary, and the proof needed to claim completion.

Check your product

Read the Calendly report