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IT AI Index
Index › Products › Glean · October 2026 Edition
2 categories · Ranked

Glean

59Judge labels
8First choices
11Negative labels
13 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
10% in Enterprise AI for enterprise buyers
Rank 5 of 145 in the mid-market standingaccepted challenger
1 of 14 models made it the first choice on the direct prompt; 6% of its 16 labels there were negative.
What the models named instead of Glean →
By buyer segmentRead the same way at every buyer size.
In enterprise ai · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Glean for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Enterprise AI assistantsData platform6%5 of 1456%16accepted challenger
AI IT support agentsIT operations and endpoint0%111 of 12150%2under 10 labels · led by Freshservice with Freddy AI at 11%

Movement

This is the first edition on this tier, so no move can be computed for Glean yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Glean across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash21104
Perplexity Sonar01203
Grok 4.1 Fast02204
Mistral Small00202
DeepSeek V4 Flash10102
Llama 4 Maverick00000
Qwen 3.7 Flash01001
Kimi K200011
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00011

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct10 labels3
Paraphrase14 labels5
Comparative16 labelsNone
Budget-constrained7 labelsNone
Scale-constrained8 labelsNone
Negative4 labelsNone
First choiceAlternativeMentionNegative59 labels in all, every segment counted; 8 of the 8 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Best Overall for Connected Knowledge & Search: Glean ... Glean is the gold standard.” Gemini 3.5 Flash · Enterprise AI · paraphrase prompt · first choice
“Glean: Best for Cross-Platform Knowledge & "Universal Search"” Gemini 3.5 Flash · Enterprise AI · direct prompt · first choice
“Top Recommendation: Glean” DeepSeek V4 Flash · Enterprise AI · paraphrase prompt · first choice
“Glean or Writer are better fits for internal knowledge/workflow use” Perplexity Sonar · Enterprise AI · direct prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Retrieval-first knowledge layer. "No, retrieval only | No | Partial | Knowledge retrieval"” Muse Glimmer 30B · AI IT agents · comparative prompt · soft negative
“Avoid over-investing in "enterprise-only" platforms like Glean or Moveworks” Kimi K2 · Enterprise AI · paraphrase prompt · soft negative

Named alongside

The products named in the same answers as Glean, over the 59 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Glean was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Google Gemini14 of 591Not among the top eight
Moveworks14 of 591Not among the top eight
Claude12 of 590Not among the top eight
Salesforce Agentforce11 of 590Not among the top eight
Google Gemini for Workspace9 of 590Not among the top eight
Anthropic Claude Enterprise6 of 590Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Glean. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 55 of the 59 answers that named Glean and are not a share of its labels.

Domains cited

resources.rework.com24
glean.comYour site18
slite.com18
moveworks.com17
coworker.ai15
monday.com13
wonderchat.io13
eesel.ai10
openai.com10
slack.com10

130 of the 148 domain citations in answers naming Glean came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

glean.com ranks first on Google for the category's searches. In the answers, Glean takes 6% of first choices and ChatGPT takes 25%.
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In search

Google, US estimates
Position for “enterprise ai assistant”
1
Position for “enterprise ai assistants”
2
Searches for its name, Google
90,500 a month (“glean”)
AI search demand for its name, est.
2,135 a month
Organic visits to its site
about 64,191 a month
Searches its site ranks for
3,166 · 361 in the top three
Sites linking to it
7,538
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
120+ ads · 90 text, 15 image, 15 video · 17 shown in the last 30 days

First shown April 2024, as Glean Technologies, Inc., verified. Ads started 2025-11 to 2026-10: 113 in the year, 7 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
6%
rank 5 of 145 in Enterprise AI
Segment leader
25%
ChatGPT
First choices
8 across its categories
Named in
59 answers
Its own site cited
in 55 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on glean.com
6,220
subdomains included
Content
991
counted in the table below
Documentation
1,400
Product · Integration
44 · 159
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog367undated
Template or tool165undated
News or press128undated
Report or ebook104undated
Webinar or virtual event92undated
Glossary or explainer46undated
Comparison43undatedAI coding
Case study31undated
Conference or event812026-08-26
Podcast or video7undated
How it is countedHide how it is counted

Every page glean.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Follow Glean

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Glean is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
Enterprise AI platform connected to your enterprise's data. Find, create, and automate anything.
For
enterprise
Price stated
There is no fee to join the Glean Partner Network. glean.com/partners
Integrations claimed
250 glean.com
Certifications
ISO 42001HIPAATX-RAMP Level 2SOC 2 Type IIISO 27001GDPRSOC 2ISO 27001:2022
Customers named
Booking.comZillowTIMEEricssonGCashDatabricksDBSHarvey AI
Not stated on the pages read
Starting price, free plan or trial, hosting

What Glean's own pages state, read October 5, 2026: glean.com, trust.glean.com, glean.com/platform, glean.com/resources/customer-stories, glean.com/partners. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Glean's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Glean, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Glean by email, built from the raw record of the edition. It shows:

  • where Glean is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Glean, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.

A verification link goes to your work email; an address at glean.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.