GEO AUDIT  ·  BRAND-ONLY

Aligno.

A look at how Aligno 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.

Sitealigno.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJuly 20, 2026  ·  by AUQ
AI Visibility Score
6
out of 100. Absent band. Aligno is cited in 0 of 35 AI answers. It is absent on Ai Product Management, Product Discovery, Product Analytics.
Verified AI Overview citations
0
Aligno'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

Aligno scores 6 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Aligno is cited in 0 of 35 AI answers. It is absent on Ai Product Management, Product Discovery, Product Analytics.

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

AI Visibility Score
6
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear90 / 100
  • Inclusion in category answers11 / 100
  • Quality of placement when cited30 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth0 / 100
  • Your pages being quoted0 / 100
Work with AUQ

We don't hand you a report and walk away. We execute it.

AUQ is an execution team, not a consultancy. We ship the fixes, content, and citations this audit calls for — and we work month-to-month, so we re-earn the engagement every 30 days.

Start with a month → No long-term contracts
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

AI Product Management

Aligno - Your AI Product Manager Aligno Product Pricing Resources Resources Blog Product essays and ship notes About Aligno Why we're building this Legal Privacy Policy How we handle your data Terms of Service Service agreement Log inaligno.ai, 2026

Differentiators it leads with: Evidence Studio, Company Brain, AI Product Management, Product Discovery.

What Google's AI says

Limited AI Overview presence

Rarely cited as a source in AI answers.
Appears alongside youtube.com, cpoclub.com, reddit.com.
The core gap
Aligno presents as AI product management, product discovery, product analytics, roadmap prioritization, product management. AI Overviews cite it on few queries and it is absent on Ai Product Management, Product Discovery, Product Analytics.
Words AI uses for the brand
none surfaced
The brand's own pillars that AI omits
Ai Product ManagementProduct DiscoveryProduct AnalyticsCited 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
AlignoPartialcomparison
Ai Product ManagementInvisiblepositioning
Product DiscoveryInvisiblepositioning
Product AnalyticsInvisiblepositioning
Roadmap PrioritizationInvisiblepositioning
Product ManagementInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on few; absent on Ai Product Management, Product Discovery, Product Analytics.

Alternatives. 4 themes name the brand without citing it; 31 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
4
Across all observed AI responses.
Case Studies

This playbook has already worked. Here's the proof.

Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

1,000+ Fraud.net AI citations earned in 6 months through GEO prompt research and content automation. Read the case study → +173% Microblink Organic traffic growth from technical SEO, content automation, and GEO-focused linkbuilding. Read the case study → +30,000 AKOOL Visits in 6 months via technical optimizations and content strategy we executed end-to-end. Read the case study → +200% DeepInfra Technical blog traffic growth from a blog redesign, author training, and SaaS linkbuilding. Read the case study →
Get results like these for Aligno → See all case studies
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 Aligno'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.

QueryTypeAligno in the AI answerTop sources cited
best ai product managementPositioningAbsentreddit.com, aakashgupta.medium.com, linkedin.com
ai product management vendorsPositioningAbsentgartner.com, youtube.com, productside.com
ai product management solutionsPositioningAbsentbuilder.io, airtable.com, youtube.com
ai product management softwarePositioningAbsentonehorizon.ai, airtable.com, softwareworld.co
ai product management platformPositioningAbsentonehorizon.ai, productschool.com, gartner.com
top ai product management providersPositioningAbsentbuilder.io, prodmgmt.world, usemotion.com
ai product management comparisonPositioningAbsentreddit.com, elvtr.com, youtube.com
best product discoveryPositioningAbsentatlassian.com, maze.co, productboard.com
product discovery vendorsPositioningAbsentgartner.com, atlassian.com, maze.co
product discovery solutionsPositioningAbsentatlassian.com, productboard.com, productplan.com
product discovery softwarePositioningAbsentreddit.com, maze.co, userguiding.com
product discovery platformPositioningAbsentgartner.com, reddit.com, syte.ai
top product discovery providersPositioningNo AI answer
product discovery comparisonPositioningAbsentalgolia.com, gartner.com, laneapp.co
best product analyticsPositioningAbsentreddit.com, visionlabs.com, pendo.io
product analytics vendorsPositioningAbsentyoutube.com, visionlabs.com, heap.io
product analytics solutionsPositioningAbsentreddit.com, pendo.io, heap.io
product analytics softwarePositioningAbsentamplitude.com, visionlabs.com, posthog.com
product analytics platformPositioningAbsentreddit.com, visionlabs.com, heap.io
top product analytics providersPositioningAbsentreddit.com, visionlabs.com, pendo.io
product analytics comparisonPositioningAbsentvisionlabs.com, posthog.com, pendo.io
best roadmap prioritizationPositioningAbsentreddit.com, nngroup.com, atlassian.com
roadmap prioritization vendorsPositioningNo AI answer
roadmap prioritization solutionsPositioningAbsentaktiasolutions.com, atlassian.com, productplan.com
roadmap prioritization softwarePositioningNo AI answer
roadmap prioritization platformPositioningAbsentappcues.com, viasocket.com, productplan.com
top roadmap prioritization providersPositioningAbsentcanny.io, youtube.com, contentsquare.com
roadmap prioritization comparisonPositioningAbsentnngroup.com, productschool.com, tempo.io
best product managementPositioningAbsentbringthedonuts.com, productschool.com, youtube.com
product management vendorsPositioningAbsentproductboard.com, safetyculture.com, youtube.com
product management solutionsPositioningAbsentamplitude.com, cpoclub.com, productside.com
product management softwarePositioningAbsentproductboard.com, cpoclub.com, easyagile.com
product management platformPositioningAbsentproductboard.com, reddit.com, productschool.com
top product management providersPositioningAbsentreddit.com, clutch.co, f6s.com
product management comparisonPositioningNo AI answer
alternatives to AlignoComparisonNamed, not citedalignalternatives.com, slashdot.org, air.inc
Aligno vs ProductboardComparisonNamed, not citeduserjot.com, productboard.com, slashdot.org
Aligno vs AhaComparisonNamed, not citedaha.io, yourvalleydental.com, makeo.me
Aligno vs LinearComparisonNamed, not citedlineaofficial.com.au, instagram.com, aligno.co
THREE FINDINGS THAT MATTER
01

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

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

02

AI misreads the category

Aligno presents as AI product management, product discovery, product analytics, roadmap prioritization, product management. AI Overviews cite it on few queries and it is absent on Ai Product Management, Product Discovery, Product Analytics.

TOP THREE MOVES
01

Win presence on Ai Product Management

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.com24Cited on 24 of the queries we tested.
cpoclub.com22Cited on 22 of the queries we tested.
reddit.com18Cited on 18 of the queries we tested.
productschool.com16Cited on 16 of the queries we tested.
productboard.com14Cited on 14 of the queries we tested.
atlassian.com14Cited on 14 of the queries we tested.
amplitude.com13Cited on 13 of the queries we tested.
aha.io9Cited on 9 of the queries we tested.
productplan.com8Cited on 8 of the queries we tested.
gartner.com7Cited on 7 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Aligno 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 Aligno on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 24 of the tested queries.
cpoclub.comCited on 22 of the tested queries.
reddit.comCited on 18 of the tested queries.
productschool.comCited on 16 of the tested queries.
productboard.comCited on 14 of the tested queries.
atlassian.comCited on 14 of the tested queries.
amplitude.comCited on 13 of the tested queries.
aha.ioCited on 9 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Aligno 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 Product Management, Product Discovery, Product Analytics.
  • 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.