Free seller guide · August 2026

How to audit what

Alexa for Shopping

knows about your product

Amazon's AI answers shoppers from your listing data, not your rankings. A five-step audit to find what it gets wrong and fix it before it costs sales.

Amazon's AI answers shoppers from your listing data, not your rankings. A five-step audit to find what it gets wrong and fix it before it costs sales.

The same method we run on client accounts — 14 pages, every column, question bucket and grading rule included. Nothing gated.

The same method we run on client accounts — 14 pages, every column, question bucket and grading rule included. Nothing gated.

Read in 20 minutes, run on any ASIN this week

Real sample tables from one audit on one product

No theory, no ranking promises, limits stated plainly

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Numbers behind our guide

300M+

300M+

customers used Rufus in 2025

~$12B

~$12B

incremental annualized sales credited to it

+400%

+400%

engagement growth, Q1 2026 YoY

Amazon Q1 2026 reporting; Marketplace Pulse, July 2026 — 1,963 non-branded queries and 12,810 recommendations captured May–June 2026. A third shelf you cannot buy or rank your way onto.

Seller guide · August 2026

How to audit what Alexa for Shopping knows about your product

Amazon's AI answers shoppers from your listing data, not your rankings.

Map

Diff

Ask

Fix

Re-run

Prime Clicks

14 pages · PDF

Sample tables included

Sources cited

What's inside

The Knowledge Map Method, step by step

Five sequential steps. Step 1 is the one most AI audits skip, and it is the reason the rest of the method works.

01

Build the knowledge map

Document every verifiable fact from primary sources — not from the listing you are auditing.

30 min

30 min

02

Diff the listing

Compare every mapped field against your live listings. Wrong, absent, correct — marked field by field.

10 min

10 min

03

Interrogate the assistant

Run a structured question set across five buckets and grade every answer on a four-level scale.

15 min

15 min

04

Fix at the source

Route each failure to the field that caused it. Attributes come before copy, and the Prompts tab gets read.

Varies

Varies

05

Re-run and measure

Same questions, same clean context, after the lag. The before-and-after scorecard is the deliverable.

~15 min

~15 min

Also inside: what you can actually control and what you can't, the three ways product data fails, and the two figures circulating in this space that we could not trace and do not use.

Actions speak louder — and our results prove it

Actions speak louder — and our results prove it

Scroll up/down to see more

Blue toy racing car illuminated by a cyan glow on a dark navy background

01

Toys & Games

2025

·

US & CA Marketplaces

Toys brand

Toys brand performance case focused on efficient marketplace growth.

Toys brand (NDA)

10 months

Results

$8M+

Total Sales

4%

TACoS

17.32%

ACoS

Blue toy racing car illuminated by a cyan glow on a dark navy background
Blue toy racing car illuminated by a cyan glow on a dark navy background

01

Toys & Games

2025

·

US & CA Marketplaces

Toys brand

Toys brand performance case focused on efficient marketplace growth.

Toys brand (NDA)

10 months

Results

$8M+

Total Sales

4%

TACoS

17.32%

ACoS

Blue toy racing car illuminated by a cyan glow on a dark navy background
Blue toy racing car illuminated by a cyan glow on a dark navy background

01

Toys & Games

2025

·

US & CA Marketplaces

Toys brand

Toys brand performance case focused on efficient marketplace growth.

Toys brand (NDA)

10 months

Results

$8M+

Total Sales

4%

TACoS

17.32%

ACoS

Blue toy racing car illuminated by a cyan glow on a dark navy background
Amber supplement capsules and a white sphere illuminated by a cyan glow on a dark navy background

02

Health & Wellness

2025

·

US & CA Marketplaces

Health Supplement Brand

Health Supplement Brand performance case focused on efficient marketplace growth.

Health Supplement Brand (NDA)

10 months

Results

$4M+

Total Sales

+435%

Sales Trend

9%

TACoS

Amber supplement capsules and a white sphere illuminated by a cyan glow on a dark navy background
Amber supplement capsules and a white sphere illuminated by a cyan glow on a dark navy background

02

Health & Wellness

2025

·

US & CA Marketplaces

Health Supplement Brand

Health Supplement Brand performance case focused on efficient marketplace growth.

Health Supplement Brand (NDA)

10 months

Results

$4M+

Total Sales

+435%

Sales Trend

9%

TACoS

Amber supplement capsules and a white sphere illuminated by a cyan glow on a dark navy background
Amber supplement capsules and a white sphere illuminated by a cyan glow on a dark navy background

02

Health & Wellness

2025

·

US & CA Marketplaces

Health Supplement Brand

Health Supplement Brand performance case focused on efficient marketplace growth.

Health Supplement Brand (NDA)

10 months

Results

$4M+

Total Sales

+435%

Sales Trend

9%

TACoS

Amber supplement capsules and a white sphere illuminated by a cyan glow on a dark navy background
Cobalt blue toaster illuminated by a cyan glow on a dark navy background

03

Home & Kitchen

2023

·

US & CA Marketplaces

Kitchen Appliances Brand

Kitchen appliances brand optimizes Amazon advertising.

KITCHEN APPLIANCES BRAND

3 months

Results

$1.2M+

Total Sales

$84K

Cost

17%

ACoS

Cobalt blue toaster illuminated by a cyan glow on a dark navy background
Cobalt blue toaster illuminated by a cyan glow on a dark navy background

03

Home & Kitchen

2023

·

US & CA Marketplaces

Kitchen Appliances Brand

Kitchen appliances brand optimizes Amazon advertising.

KITCHEN APPLIANCES BRAND

3 months

Results

$1.2M+

Total Sales

$84K

Cost

17%

ACoS

Cobalt blue toaster illuminated by a cyan glow on a dark navy background
Cobalt blue toaster illuminated by a cyan glow on a dark navy background

03

Home & Kitchen

2023

·

US & CA Marketplaces

Kitchen Appliances Brand

Kitchen appliances brand optimizes Amazon advertising.

KITCHEN APPLIANCES BRAND

3 months

Results

$1.2M+

Total Sales

$84K

Cost

17%

ACoS

Cobalt blue toaster illuminated by a cyan glow on a dark navy background
Camping tent with warm interior light and a cyan glow on a dark navy background

04

Sports & Outdoors

2023

·

US & CA Marketplaces

Outdoor Sport Brand

Sports brand shifts from Shopify success.

OUTDOOR SPORT BRAND

15 months

Results

$2M+

Total Sales

$300K

Cost

27.7%

ACoS

Camping tent with warm interior light and a cyan glow on a dark navy background
Camping tent with warm interior light and a cyan glow on a dark navy background

04

Sports & Outdoors

2023

·

US & CA Marketplaces

Outdoor Sport Brand

Sports brand shifts from Shopify success.

OUTDOOR SPORT BRAND

15 months

Results

$2M+

Total Sales

$300K

Cost

27.7%

ACoS

Camping tent with warm interior light and a cyan glow on a dark navy background
Camping tent with warm interior light and a cyan glow on a dark navy background

04

Sports & Outdoors

2023

·

US & CA Marketplaces

Outdoor Sport Brand

Sports brand shifts from Shopify success.

OUTDOOR SPORT BRAND

15 months

Results

$2M+

Total Sales

$300K

Cost

27.7%

ACoS

Camping tent with warm interior light and a cyan glow on a dark navy background
Three architectural cabinet modules illuminated by a cyan glow on a dark navy background

05

B2C Marketing

2023

·

US & CA Marketplaces

Kitchen Brand

Premium kitchen cabinets hit revenue targets.

DELTA

6 months

Results

300+

Qualified Leads

$21K

Cost

400%

Website Traffic Increase

Three architectural cabinet modules illuminated by a cyan glow on a dark navy background
Three architectural cabinet modules illuminated by a cyan glow on a dark navy background

05

B2C Marketing

2023

·

US & CA Marketplaces

Kitchen Brand

Premium kitchen cabinets hit revenue targets.

DELTA

6 months

Results

300+

Qualified Leads

$21K

Cost

400%

Website Traffic Increase

Three architectural cabinet modules illuminated by a cyan glow on a dark navy background
Three architectural cabinet modules illuminated by a cyan glow on a dark navy background

05

B2C Marketing

2023

·

US & CA Marketplaces

Kitchen Brand

Premium kitchen cabinets hit revenue targets.

DELTA

6 months

Results

300+

Qualified Leads

$21K

Cost

400%

Website Traffic Increase

Three architectural cabinet modules illuminated by a cyan glow on a dark navy background
Plush panda toy illuminated by a cyan glow on a dark navy background

06

Toys & Games

2023

·

US & CA Marketplaces

Toy Brand

Children toys brand doubles revenue quickly.

TOY BRAND

7 months

Results

$500K+

Total Sales

$65K

Cost

23.27%

ACoS

Plush panda toy illuminated by a cyan glow on a dark navy background
Plush panda toy illuminated by a cyan glow on a dark navy background

06

Toys & Games

2023

·

US & CA Marketplaces

Toy Brand

Children toys brand doubles revenue quickly.

TOY BRAND

7 months

Results

$500K+

Total Sales

$65K

Cost

23.27%

ACoS

Plush panda toy illuminated by a cyan glow on a dark navy background
Plush panda toy illuminated by a cyan glow on a dark navy background

06

Toys & Games

2023

·

US & CA Marketplaces

Toy Brand

Children toys brand doubles revenue quickly.

TOY BRAND

7 months

Results

$500K+

Total Sales

$65K

Cost

23.27%

ACoS

Plush panda toy illuminated by a cyan glow on a dark navy background
Sculptural pendant and table lamps emitting a cyan glow on a dark navy background

07

Home & Kitchen

2023

·

US & CA Marketplaces

Lighting Equipment Brand

Lighting brand scales to million revenue.

LIGHTING EQUIPMENT BRAND

10 months

Results

$1M+

Total Sales

$59K

Cost

13.9%

ACoS

Sculptural pendant and table lamps emitting a cyan glow on a dark navy background
Sculptural pendant and table lamps emitting a cyan glow on a dark navy background

07

Home & Kitchen

2023

·

US & CA Marketplaces

Lighting Equipment Brand

Lighting brand scales to million revenue.

LIGHTING EQUIPMENT BRAND

10 months

Results

$1M+

Total Sales

$59K

Cost

13.9%

ACoS

Sculptural pendant and table lamps emitting a cyan glow on a dark navy background
Sculptural pendant and table lamps emitting a cyan glow on a dark navy background

07

Home & Kitchen

2023

·

US & CA Marketplaces

Lighting Equipment Brand

Lighting brand scales to million revenue.

LIGHTING EQUIPMENT BRAND

10 months

Results

$1M+

Total Sales

$59K

Cost

13.9%

ACoS

Sculptural pendant and table lamps emitting a cyan glow on a dark navy background

Find out what Amazon's AI is telling shoppers about your product

Find out what Amazon's AI is telling shoppers about your product

Find out what Amazon's AI is telling shoppers about your product

The guide is free, the audit takes under an hour per ASIN, and every fix improves the listing for human shoppers anyway.

Already sell on Amazon and want your top ASIN run through this method? Reply to the email and ask for a free audit.