GEO AUDIT  ·  BRAND-ONLY

Tembo.

A look at how Tembo 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.

Sitetembo.io
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 4, 2026  ·  by AUQ
AI Visibility Score
11
out of 100. Absent band. Tembo is cited in 2 of 36 AI answers. It shows up on Tembo. It is absent on Ai Coding Agent, Autonomous Software Engineering, Code Automation.
Verified AI Overview citations
2
Tembo's brand is cited in 2 of the 36 AI-answer queries we tested.
AI answer trigger rate
92%
Google's AI answer box fires on 36 of 39 tracked queries.
Citation rate when AI answers
6%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Tembo scores 11 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Tembo is cited in 2 of 36 AI answers. It shows up on Tembo. It is absent on Ai Coding Agent, Autonomous Software Engineering, Code Automation.

AI answers fire on 92% of tracked queries, yet Tembo is quoted in only 6% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
11
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear92 / 100
  • Inclusion in category answers8 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted6 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

AI Coding Agent

Tembo - Move coding agents to the cloud Copy logo as SVG Download logo (black) Download logo (white) Brand assets Product Use Cases Company Platform Cloud Agents Run any coding agent in the cloud Tembo Review Review every pull request withtembo.io, 2026

Differentiators it leads with: AI Coding Agent, Autonomous Software Engineering, Code Automation, Issue Resolution Automation.

What Google's AI says

Recognized in AI answers for Tembo

Cited as a provider on Tembo queries.
Appears alongside youtube.com, zapier.com, github.com.
The core gap
Tembo presents as AI coding agent, autonomous software engineering, code automation, issue resolution automation, developer workflow automation. AI Overviews cite it on Tembo and it is absent on Ai Coding Agent, Autonomous Software Engineering, Code Automation.
Words AI uses for the brand
Tembo
The brand's own pillars that AI omits
Ai Coding AgentAutonomous Software EngineeringCode AutomationCited 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
TemboOwnedcomparison
Ai Coding AgentInvisiblepositioning
Autonomous Software EngineeringInvisiblepositioning
Code AutomationInvisiblepositioning
Issue Resolution AutomationInvisiblepositioning
Developer Workflow AutomationInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Tembo appears on 1 of 6 themes.

Solution Aware. Owned on Tembo; absent on Ai Coding Agent, Autonomous Software Engineering, Code Automation.

Alternatives. 1 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
36
92% of tracked queries trigger an AI Overview.
Times brand cited
2
6% citation rate when AI answers.
Total brand mentions
3
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 Tembo'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.

QueryTypeTembo in the AI answerTop sources cited
best ai coding agentPositioningAbsentfaros.ai, medium.com, mightybot.ai
ai coding agent vendorsPositioningAbsentreddit.com, martinterhaak.medium.com, faros.ai
ai coding agent solutionsPositioningAbsentmartinterhaak.medium.com, faros.ai, youtube.com
ai coding agent softwarePositioningAbsentmartinterhaak.medium.com, faros.ai, vellum.ai
ai coding agent platformPositioningAbsentmartinterhaak.medium.com, vellum.ai, faros.ai
top ai coding agent providersPositioningAbsentreddit.com, faros.ai, vellum.ai
ai coding agent comparisonPositioningAbsentfaros.ai, vellum.ai, firecrawl.dev
best autonomous software engineeringPositioningAbsentnews.mit.edu, github.com, c3.ai
autonomous software engineering vendorsPositioningAbsentcognition.com, openana.ai, augmentcode.com
autonomous software engineering solutionsPositioningAbsentasirobots.com, youtube.com, growthaccelerationpartners.com
autonomous software engineering softwarePositioningAbsentnews.mit.edu, youtube.com, mastek.com
autonomous software engineering platformPositioningAbsentmastek.com, youtube.com, github.com
top autonomous software engineering providersPositioningAbsentyoutube.com, airunsmycompany.com, zenml.io
autonomous software engineering comparisonPositioningAbsentyoutube.com, arxiv.org, newsletter.pragmaticengineer.com
best code automationPositioningAbsentreddit.com, unito.io, zapier.com
code automation vendorsPositioningAbsentcreatio.com, uipath.com, stepper.io
code automation solutionsPositioningAbsentreddit.com, unito.io, pega.com
code automation softwarePositioningAbsentuipath.com, unito.io, pega.com
code automation platformPositioningAbsentuipath.com, pega.com, creatio.com
top code automation providersPositioningAbsentyoutube.com, unito.io, firecrawl.dev
code automation comparisonPositioningAbsentvirtuosoqa.com, zapier.com, youtube.com
best issue resolution automationPositioningAbsentlansweeper.com, resolve.io, rootly.com
issue resolution automation vendorsPositioningAbsenthighradius.com, resolve.io, kissflow.com
issue resolution automation solutionsPositioningNo AI answer
issue resolution automation softwarePositioningAbsentarxiv.org, resolve.io, lansweeper.com
issue resolution automation platformPositioningNo AI answer
top issue resolution automation providersPositioningAbsentnotch.cx, youtube.com, serval.com
issue resolution automation comparisonPositioningAbsentfin.ai, youtube.com, sentrup.com
best developer workflow automationPositioningAbsentfirecrawl.dev, ayautomate.com, codewords.ai
developer workflow automation vendorsPositioningAbsentglideapps.com, ayautomate.com, codewords.ai
developer workflow automation solutionsPositioningAbsentglideapps.com, github.com, youtube.com
developer workflow automation softwarePositioningAbsentgithub.com, gumloop.com, codewords.ai
developer workflow automation platformPositioningAbsentservicenow.com, dev.to, codewords.ai
top developer workflow automation providersPositioningAbsentayautomate.com, gumloop.com, hackernoon.com
developer workflow automation comparisonPositioningAbsentfirecrawl.dev, youtube.com, justsimple.tools
alternatives to TemboComparisonNamed, not citedreddit.com, youtube.com, freestuff.dev
Tembo vs DevinComparisonCitedtembo.io, sourceforge.net, moclaw.ai
Tembo vs CursorComparisonNo AI answer
Tembo vs CodexComparisonCiteddocs.tembo.io, tembo.io, linkedin.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 94% of AI-answer queries

Tembo is cited in 2 of the 36 AI answers we triggered.

02

AI misreads the category

Tembo presents as AI coding agent, autonomous software engineering, code automation, issue resolution automation, developer workflow automation. AI Overviews cite it on Tembo and it is absent on Ai Coding Agent, Autonomous Software Engineering, Code Automation.

TOP THREE MOVES
01

Win presence on Ai Coding Agent

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.com25Cited on 25 of the queries we tested.
zapier.com11Cited on 11 of the queries we tested.
github.com10Cited on 10 of the queries we tested.
reddit.com10Cited on 10 of the queries we tested.
firecrawl.dev10Cited on 10 of the queries we tested.
faros.ai7Cited on 7 of the queries we tested.
vellum.ai7Cited on 7 of the queries we tested.
codewords.ai7Cited on 7 of the queries we tested.
medium.com6Cited on 6 of the queries we tested.
mightybot.ai6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Tembo 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 Tembo on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 25 of the tested queries.
zapier.comCited on 11 of the tested queries.
github.comCited on 10 of the tested queries.
reddit.comCited on 10 of the tested queries.
firecrawl.devCited on 10 of the tested queries.
faros.aiCited on 7 of the tested queries.
vellum.aiCited on 7 of the tested queries.
codewords.aiCited on 7 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Tembo 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 Coding Agent, Autonomous Software Engineering, Code Automation.
  • 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.