monitoraeo
AI Visibility Rankings · Productivity

Top 20 enterprise search software by AI search visibility (2026)

Platforms used to index company knowledge, documents, apps, and content so teams can find information quickly across internal systems and websites. Ranked by a composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 07, 2026
4%
Avg visibility across category
4%
Avg citation rate
20/20
Brands successfully audited

At a glance

Category leader Glean 38% visibility · named in 3 of 8 AI answers
Most cited brand Glean 38% citation rate · the AI's most-trusted source brand in enterprise search software
Top cited domain gosearch.ai Referenced by AI across the enterprise search software query set — the highest-leverage PR target in this category
Visibility spread 38pp Gap between top and bottom of the ranking · 17 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

Glean dominates the enterprise search software AI visibility landscape with a 37.5% visibility score, exactly 9.9× the category average of 3.8%. Coveo sits second at 25.0%, creating a clear two-brand tier before Microsoft Search at 12.5%. Below those three, every other tracked brand — including established players like Elastic, Algolia, IBM Watson Discovery, and Sinequa — registers 0.0% visibility, meaning the top three brands absorb all meaningful AI narrative share across this 20-brand category.

Luigi's Box presents the most notable divergence between visibility and citation: it holds 0.0% visibility yet earns a 12.5% citation rate, producing a composite score of just 3.8. This means Google AI Mode references Luigi's Box as a source or data point without describing it as a featured solution — a 'cited but not named' pattern. By contrast, Glean, Coveo, and Microsoft Search show identical visibility and citation percentages, indicating full narrative alignment where being mentioned and being cited coincide precisely.

All recorded AI visibility and citations in this category originate exclusively from Google AI Mode; no other engine contributes to any brand's score in the audit data. The top cited external sources include gosearch.ai, meilisearch.com, gartner.com, alpha-sense.com, reddit.com, and youtube.com — a mix of niche AI search tools, analyst coverage, community forums, and video content. The presence of gosearch.ai and thunai.ai among top cited sources suggests Google AI Mode is anchoring category comparisons partly on smaller, AI-native search entrants rather than solely on legacy enterprise vendors.

Movers & shakers since last refresh

Biggest visibility risers

  • Glean 0% → 38% · rank #0 → #1
    +38pp
  • Coveo 0% → 25% · rank #0 → #2
    +25pp
  • Microsoft Search 0% → 12% · rank #0 → #3
    +12pp

The ranking

# Brand Visibility Citation Top engine
1
glean.com
38% 38% Google AI Mode

Glean leads at 37.5% visibility and citation — nearly 10× the 3.8% category average — making it the single most AI-visible enterprise search brand by a wide margin.

2
coveo.com
25% 25% Google AI Mode

Coveo holds second place at 25.0% visibility and citation, trailing Glean by 12.5 percentage points but outpacing third-place Microsoft Search by double its score.

3
microsoft.com
12% 12% Google AI Mode

Microsoft Search sits at 12.5% visibility and citation — despite its brand scale, it scores one-third of Glean's visibility within Google AI Mode's enterprise search responses.

4
luigisbox.com
0% 12% Google AI Mode

Luigi's Box is the only brand with a visibility/citation split — 0.0% visibility but 12.5% citation — indicating AI references it as a source without positioning it as a recommended solution.

5
elastic.co
0% 0% Google AI Mode

Elastic registers 0.0% across both visibility and citation, matching 15 other brands in the audit and sitting entirely outside current Google AI Mode enterprise search narratives.

6
algolia.com
0% 0% Google AI Mode
7
yext.com
0% 0% Google AI Mode
8
lucidworks.com
0% 0% Google AI Mode
9
ibm.com
0% 0% Google AI Mode
10
sinequa.com
0% 0% Google AI Mode
11
searchspring.com
0% 0% Google AI Mode
12
constructor.com
0% 0% Google AI Mode
13
bloomreach.com
0% 0% Google AI Mode
14
cloud.google.com
0% 0% Google AI Mode
15
swiftype.com
0% 0% Google AI Mode
16
expertrec.com
0% 0% Google AI Mode
17
unbxd.com
0% 0% Google AI Mode
18
klevu.com
0% 0% Google AI Mode
19
hawksearch.com
0% 0% Google AI Mode
20
searchblox.com
0% 0% Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on enterprise search software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.

gosearch.aimeilisearch.comgartner.comalpha-sense.comclickup.comreddit.comyoutube.comthunai.ai

How to read this ranking

Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.

Visibility = being named

A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.

Citation rate = being trusted

Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.

Top engine differs by brand

The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.

Rankings move month to month

AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.

Get your own enterprise search software brand audited

The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.

Audit your enterprise search software brand → Browse all rankings Methodology →

Frequently asked about enterprise search software AI visibility

Who leads AI visibility in enterprise search software?

Glean leads with 37.5% visibility and citation score, nearly 10× the category average of 3.8%. Coveo is second at 25.0%, and Microsoft Search third at 12.5%.

How concentrated is AI visibility in the enterprise search software category?

Extremely concentrated: three brands — Glean, Coveo, and Microsoft Search — capture all meaningful visibility, while 17 of 20 tracked brands register 0.0% visibility.

What sources does Google AI Mode cite most for enterprise search software research?

The top cited sources include gosearch.ai, meilisearch.com, gartner.com, alpha-sense.com, reddit.com, youtube.com, clickup.com, and thunai.ai — a mix of AI-native tools, analyst sites, and community platforms.

Are there any brands cited by AI but not described as recommended solutions in this category?

Yes — Luigi's Box holds a 12.5% citation rate but 0.0% visibility, meaning Google AI Mode references it without featuring it as a named solution in enterprise search responses.

Which AI engine drives all visibility in the enterprise search software category?

Google AI Mode is the sole engine contributing to any brand's score in this audit; no other engine registers visibility or citation for any tracked brand.

How does Microsoft Search's AI visibility compare to its market presence in this category?

Despite being a major technology vendor, Microsoft Search scores only 12.5% visibility — one-third of Glean's 37.5% — suggesting AI narratives in this category are not primarily anchored on brand scale.