INPUTS. OUTPUTS. LIMITS.

What we have actually tested

Fixed cases, first outputs and individual acceptance checks. Access attempts stay visible without becoming quality scores.

Current recorded coverage

8 distinct feature cases executed across 4 of 42 listed tools: 2 passed, 6 failed, 0 partial. Another 8 tools have access observations without submitted product-task outputs.

86 fixed cases are defined; 78 remain unexecuted. Public utilities and the signed-in Pomelli campaign feature have separate scopes. Real-SKU comparisons and connected store actions remain pending. Each case is counted once using its latest actual output; reused uAgentKit records do not create new executions.

Read the testing method · Editorial responsibility · Download all fixed plans

Executed features

Hypotenuse AI: Official public product-description generator

2026-10-04 · 2 initial submissions · Codex browser automation · Public utility

Two initial public-utility submissions with a synthetic desk-mat fact sheet. No catalog workspace, ecommerce agent workflow, bulk generation or store publishing was tested.

Both first outputs missed the fixed requirements: the normal case changed material wording and omitted bullets; the boundary case omitted evidence-gap and no-publication explanations.

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Patsnap Patentability Grader: Officially embedded free Patentability Grader two-step UI, default DEMO SPEED 1x

2026-10-05 · 2 initial submissions · Codex browser automation · Public utility · Existing uAgentKit result reused

First free two-step patentability screens for a synthetic removable sensor bottle and an explicitly absent novel feature.

0/2 complete frozen cases passed; each passes 5/6 listed conditions. The 59/100 primary screen lacks native original-document links; the 0/100 boundary does not explicitly acknowledge the supplied missing feature before assessing it.

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Google Pomelli: Signed-in campaign brief and first static-image generation

2026-10-05 · 2 initial submissions · Codex browser automation · Signed-in UI

Synthetic ecommerce campaign in the existing signed-in Pomelli workspace. Existing RoboSkin business profile is retained; this measures explicit product-brief handling under that configuration, not brand onboarding or a native marketplace integration.

The first images retained unrelated brand imagery; the boundary brief kept unsupported claims visibly unverified.

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Google Patents: Native known-number lookup and publication-cutoff boundary

2026-10-05 · 2 initial submissions · Codex browser automation · Public utility

Two known-item native search checks. These additional utility cases do not execute or replace the prepared broad prior-art screening cases, and do not evaluate an AI agent or legal clearance.

Known-number lookup passed its three conditions and exposes the original publication. The exact number-plus-date query failed both cutoff conditions: it used a known-number redirect and still opened the 2003 document. This observation does not establish that all Google Patents date filters fail, or provide prior-art or infringement clearance.

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All listed tools

ToolActual feature outputsLatest access observationAccount workflow
Pikpop · From our teamNone recordedblockedNot executed
Helium AgentNone recordedNo access observation recordedNot executed
KalodataNone recordedNo access observation recordedNot executed
Gorgias AI AgentNone recordedNo access observation recordedNot executed
Shopify SidekickNone recordedNo access observation recordedNot executed
Creatify AgentNone recordedNo access observation recordedNot executed
FastMoss MCPNone recordedNo access observation recordedNot executed
Jungle Scout MCPNone recordedNo access observation recordedNot executed
Tidio LyroNone recordedapproval pendingNot executed
Triple Whale MobyNone recordedNo access observation recordedNot executed
RebuyNone recordedNo access observation recordedNot executed
Klaviyo AINone recordedNo access observation recordedNot executed
TopviewNone recordedNo access observation recordedNot executed
QuartileNone recordedNo access observation recordedNot executed
AdCreative.aiNone recordedNo access observation recordedNot executed
Predis.aiNone recordednon interactive demoNot executed
PhotoroomNone recordedNo access observation recordedNot executed
Flair.aiNone recordedNo access observation recordedNot executed
BotikaNone recordedNo access observation recordedNot executed
ZonGuru HelixNone recordedNo access observation recordedNot executed
SellerAppNone recordedprerequisite missingNot executed
PerpetuaNone recordedNo access observation recordedNot executed
SmartScoutNone recordedNo access observation recordedNot executed
NostoNone recordedNo access observation recordedNot executed
ArcadsNone recordedNo access observation recordedNot executed
HeyGenNone recordedblockedNot executed
invideoNone recordedNo access observation recordedNot executed
RunwayNone recordedNo access observation recordedNot executed
Claid.aiNone recordedNo access observation recordedNot executed
PebblelyNone recordedNo access observation recordedNot executed
PixelcutNone recordedapproval pendingNot executed
MotionNone recordedNo access observation recordedNot executed
MadgicxNone recordedNo access observation recordedNot executed
BirchNone recordedNo access observation recordedNot executed
DescribelyNone recordedNo access observation recordedNot executed
Hypotenuse AIRecorded; see exact feature scopeNo access observation recordedNot executed
LitCommerceNone recordedNo access observation recordedNot executed
Google PomelliRecorded; see exact feature scopeNo access observation recordedCampaign feature recorded; real-SKU comparison pending
LovartNone recordedprerequisite missingNot executed
Kling AINone recordedprerequisite missingNot executed
Google PatentsRecorded; see exact feature scopeblockedNot executed
Patsnap Patentability GraderRecorded; see exact feature scopeNo access observation recordedNot executed