E-discovery software: AI search visibility ranking (2026)
How AI search engines rank e-discovery software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. E-discovery platforms used to preserve, collect, review, analyze, and produce legal evidence across litigation, investigations, and compliance matters. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 14, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
DISCO holds a commanding position in this category with 100% visibility and a composite score of 70.0, compared to the category average of 10.6% visibility. Everlaw sits second at 50% visibility and a composite score of 38.8, meaning the gap between first and second place is already large, while every brand from rank three downward sits at 25% visibility or below. This concentration at the top suggests Google AI Mode is surfacing a very short list of brands consistently across queries.
A notable divergence exists between being named and being cited. DISCO appears in every response but carries a 0% citation rate, meaning Google AI Mode references it without linking to its domain. Everlaw and Lighthouse both achieve 12.5% citation rates despite lower visibility scores. Nextpoint represents an extreme case, recording 0% visibility but a 12.5% citation rate, indicating its domain appears as a source reference even when the brand itself is not named in AI answers.
Google AI Mode is the top engine for every brand in this dataset, confirming the audit is heavily concentrated on a single surface. The cited sources list includes youtube.com, reddit.com, and gartner.com alongside niche directories such as directory.lawnext.com and infotech.com. The presence of lighthouseglobal.com in that list aligns with Lighthouse achieving a citation rate matching Everlaw despite ranking fourth on visibility, suggesting domain authority within trusted third-party sources influences citation independently of brand mention frequency.
Movers & shakers since last refresh
Biggest visibility risers
-
DISCO 0% → 100% · rank #0 → #1+100pp
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Everlaw 0% → 50% · rank #0 → #2+50pp
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Logikcull 0% → 25% · rank #0 → #3+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
csdisco.com
|
100% | 0% | Google AI Mode |
DISCO leads with 100% visibility, nearly double Everlaw's 50%, but its 0% citation rate means Google AI Mode names it without ever linking its domain as a source. |
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| 2 |
everlaw.com
|
50% | 12% | Google AI Mode |
Everlaw is the only top-five brand combining meaningful visibility (50%, well above the 10.6% average) with a positive citation rate of 12.5%, giving it the strongest balanced footprint. |
||||
| 3 |
logikcull.com
|
25% | 0% | Google AI Mode |
Logikcull sits at 25% visibility, less than half of Everlaw's, and records 0% citations, placing it in a mid-tier where it is named occasionally but never sourced directly. |
||||
| 4 |
lighthouseglobal.com
|
12% | 12% | Google AI Mode |
Lighthouse achieves a 12.5% citation rate equal to Everlaw's despite only 12.5% visibility, suggesting its domain earns trust from AI sources independently of how often it is mentioned. |
||||
| 5 |
relativity.com
|
12% | 0% | Google AI Mode |
Relativity matches Lighthouse's 12.5% visibility but records 0% citations, a weaker overall position reflected in its composite score of 8.8 versus Lighthouse's 12.5. |
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| 6 |
revealdata.com
|
12% | 0% | Google AI Mode |
| 7 |
nextpoint.com
|
0% | 12% | Google AI Mode |
| 8 |
nuix.com
|
0% | 0% | Google AI Mode |
| 9 |
exterro.com
|
0% | 0% | Google AI Mode |
| 10 |
opentext.com
|
0% | 0% | Google AI Mode |
| 11 |
casepoint.com
|
0% | 0% | Google AI Mode |
| 12 |
zylab.com
|
0% | 0% | Google AI Mode |
| 13 |
cloudnine.com
|
0% | 0% | Google AI Mode |
| 14 |
iconect.com
|
0% | 0% | Google AI Mode |
| 15 |
veritas.com
|
0% | 0% | Google AI Mode |
| 16 |
onna.com
|
0% | 0% | Google AI Mode |
| 17 |
haystackid.com
|
0% | 0% | Google AI Mode |
| 18 |
consilio.com
|
0% | 0% | Google AI Mode |
| 19 |
epiqglobal.com
|
0% | 0% | Google AI Mode |
| 20 |
proofpoint.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on e-discovery 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.
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 e-discovery 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.
Frequently asked about e-discovery software AI visibility
Who leads AI visibility in e-discovery software?
DISCO leads with 100% visibility and a composite score of 70.0, far ahead of second-placed Everlaw at 50% visibility and a composite score of 38.8. The rest of the tracked brands sit at 25% visibility or below.
Which e-discovery brands are both visible and cited by Google AI Mode?
Everlaw and Lighthouse are the only top-five brands recording positive citation rates (12.5% each) alongside their visibility scores. DISCO, Logikcull, and Relativity all have 0% citation rates despite appearing in AI responses.
What sources does Google AI Mode anchor on for e-discovery research?
The top cited sources include youtube.com, reddit.com, gartner.com, and niche directories such as directory.lawnext.com and infotech.com. Lighthouseglobal.com also appears in this cited-source list, which likely contributes to Lighthouse's citation rate.
Can a brand receive citations without appearing in AI answers in this category?
Yes. Nextpoint records a 12.5% citation rate but 0% visibility, meaning Google AI Mode references its domain as a source without naming the brand in the body of its responses.
How concentrated is AI visibility across the 20 brands in this category?
The category average visibility is only 10.6%, and half of the top ten brands sit at 0% visibility. The top two brands, DISCO and Everlaw, account for the vast majority of AI presence in the dataset.
Which engine dominates AI visibility for e-discovery software?
Google AI Mode is recorded as the top engine for every single brand in the audit, indicating the dataset reflects visibility almost entirely through that one surface rather than a spread across multiple AI engines.