GEO AUDIT  ·  BRAND-ONLY

Echo.

A look at how Echo is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Siteechoknows.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 5, 2026  ·  by AUQ
AI Visibility Score
5
out of 100. Absent band. Echo is cited in 0 of 35 AI answers. It is absent on Ai Memory, Llm Context Management, Personal Knowledge Management.
Verified AI Overview citations
0
Echo's brand is cited in 0 of the 35 AI-answer queries we tested.
AI answer trigger rate
90%
Google's AI answer box fires on 35 of 39 tracked queries.
Citation rate when AI answers
0%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Echo scores 5 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Echo is cited in 0 of 35 AI answers. It is absent on Ai Memory, Llm Context Management, Personal Knowledge Management.

AI answers fire on 90% of tracked queries, yet Echo is quoted in only 0% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
5
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear90 / 100
  • Inclusion in category answers6 / 100
  • Quality of placement when cited30 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth0 / 100
  • Your pages being quoted0 / 100
IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

AI Memory

Echo , Portable AI Memory for ChatGPT and Claude echo research pricing still remembering login oh, hi. I remember where we left off. echo . Never explain yourself twice. Echo is a cross-tool memory layer for AI chats and coding agents, avaiechoknows.com, 2026

Differentiators it leads with: EchoChat, EchoMem, Echo Chrome Extension, Echo MCP.

What Google's AI says

Limited AI Overview presence

Rarely cited as a source in AI answers.
Appears alongside youtube.com, reddit.com, supermemory.ai.
The core gap
Echo presents as AI memory, LLM context management, personal knowledge management, ChatGPT memory, MCP memory server. AI Overviews cite it on few queries and it is absent on Ai Memory, Llm Context Management, Personal Knowledge Management.
Words AI uses for the brand
none surfaced
The brand's own pillars that AI omits
Ai MemoryLlm Context ManagementPersonal Knowledge ManagementCited source on vendor and comparison queries
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
EchoPartialcomparison
Ai MemoryInvisiblepositioning
Llm Context ManagementInvisiblepositioning
Personal Knowledge ManagementInvisiblepositioning
Chatgpt MemoryInvisiblepositioning
Mcp Memory ServerInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Echo appears on 0 of 6 themes.

Solution Aware. Owned on few; absent on Ai Memory, Llm Context Management, Personal Knowledge Management.

Alternatives. 2 themes name the brand without citing it; 33 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
35
90% of tracked queries trigger an AI Overview.
Times brand cited
0
0% citation rate when AI answers.
Total brand mentions
2
Across all observed AI responses.
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means Echo's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryTypeEcho in the AI answerTop sources cited
best ai memoryPositioningAbsentyoutube.com, facebook.com, vellum.ai
ai memory vendorsPositioningAbsentmarketwise.com, forbes.com, restofworld.org
ai memory solutionsPositioningAbsentgithub.com, mem0.ai, cognee.ai
ai memory softwarePositioningAbsentreddit.com, github.com, cognee.ai
ai memory platformPositioningAbsentarize.com, mem0.ai, reddit.com
top ai memory providersPositioningAbsentresearchandmarkets.com, money.usnews.com, moomoo.com
ai memory comparisonPositioningAbsentreddit.com, github.com, youtube.com
best llm context managementPositioningAbsentcommunity.openai.com, reddit.com, youtube.com
llm context management vendorsPositioningAbsentatlan.com, ovaledge.com, datahub.com
llm context management solutionsPositioningAbsentreddit.com, blog.jetbrains.com, youtube.com
llm context management softwarePositioningAbsentreddit.com, supermemory.ai, anthropic.com
llm context management platformPositioningAbsentreddit.com, datahub.com, youtube.com
top llm context management providersPositioningAbsentcommunity.openai.com, supermemory.ai, atlan.com
llm context management comparisonPositioningAbsentblog.jetbrains.com, supermemory.ai, youtube.com
best personal knowledge managementPositioningAbsentreddit.com, golinks.com, youtube.com
personal knowledge management vendorsPositioningAbsentreddit.com, en.wikipedia.org, golinks.com
personal knowledge management solutionsPositioningAbsentreddit.com, en.wikipedia.org, libguides.massgeneral.org
personal knowledge management softwarePositioningAbsentreddit.com, golinks.com, storyflow.so
personal knowledge management platformPositioningAbsentreddit.com, golinks.com, atlasworkspace.ai
top personal knowledge management providersPositioningAbsentreddit.com, golinks.com, storyflow.so
personal knowledge management comparisonPositioningAbsentreddit.com, storyflow.so, golinks.com
best chatgpt memoryPositioningAbsentreddit.com, medium.com, whytryai.com
chatgpt memory vendorsPositioningAbsentreddit.com, wired.com, usehalyard.ai
chatgpt memory solutionsPositioningAbsentreddit.com, community.openai.com, youtube.com
chatgpt memory softwarePositioningAbsenthelp.openai.com, wired.com, youtube.com
chatgpt memory platformPositioningAbsenthelp.openai.com, openai.com, youtube.com
top chatgpt memory providersPositioningAbsentreddit.com, help.openai.com, youtube.com
chatgpt memory comparisonPositioningAbsentreddit.com, youtube.com, memorylake.ai
best mcp memory serverPositioningAbsentreddit.com, youtube.com, awesomeclaude.ai
mcp memory server vendorsPositioningAbsentyoutube.com, modelcontextprotocol.io, reddit.com
mcp memory server solutionsPositioningAbsentyoutube.com, reddit.com, github.com
mcp memory server softwarePositioningNo AI answer
mcp memory server platformPositioningAbsentyoutube.com, docs.mem0.ai, mem0.ai
top mcp memory server providersPositioningAbsentreddit.com, mcpservers.org, getunblocked.com
mcp memory server comparisonPositioningNo AI answer
alternatives to EchoComparisonNamed, not citedreddit.com, mashable.com, finance.yahoo.com
Echo vs Mem0ComparisonNamed, not citedvectorize.io, mem0.ai, arxiv.org
Echo vs ZepComparisonNo AI answer
Echo vs SupermemoryComparisonNo AI answer
THREE FINDINGS THAT MATTER
01

The brand is missing from 100% of AI-answer queries

Echo is cited in 0 of the 35 AI answers we triggered.

02

AI misreads the category

Echo presents as AI memory, LLM context management, personal knowledge management, ChatGPT memory, MCP memory server. AI Overviews cite it on few queries and it is absent on Ai Memory, Llm Context Management, Personal Knowledge Management.

TOP THREE MOVES
01

Win presence on Ai Memory

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com32Cited on 32 of the queries we tested.
reddit.com26Cited on 26 of the queries we tested.
supermemory.ai10Cited on 10 of the queries we tested.
medium.com9Cited on 9 of the queries we tested.
mem0.ai9Cited on 9 of the queries we tested.
github.com8Cited on 8 of the queries we tested.
redis.io8Cited on 8 of the queries we tested.
golinks.com7Cited on 7 of the queries we tested.
storyflow.so6Cited on 6 of the queries we tested.
help.openai.com6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Echo is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of Echo on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 32 of the tested queries.
reddit.comCited on 26 of the tested queries.
supermemory.aiCited on 10 of the tested queries.
medium.comCited on 9 of the tested queries.
mem0.aiCited on 9 of the tested queries.
github.comCited on 8 of the tested queries.
redis.ioCited on 8 of the tested queries.
golinks.comCited on 7 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Echo is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Ai Memory, Llm Context Management, Personal Knowledge Management.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.