The LLM Visibility Lab
cycle 2026-07

Benchmark · for enterprise teams

Best LLM visibility tools for enterprise teams

Start free with a Google Sheets pilot, then see our nine-tool bench results re-read through four enterprise filters: SOC 2, SSO, API access, and data volume. Temso AI, Profound, and Evertune survive the cut.

Updated:

tools reviewed
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Enterprise procurement rewrites the test. On our main benchmark we graded nine trackers on citation depth, coverage, diagnostics, scope, setup, and value. An enterprise buyer adds four filters before any of that matters: a SOC 2 report the security team can file, SSO the identity team can federate, an API the BI team can pull, and enough data volume that the numbers survive a skeptical VP. We re-read our four-week, 150-prompt panel results, rerun every 48 hours, through those filters. Three tools came through. Google Sheets leads the list as a free manual pilot and sits outside that test.

How we re-scored

We kept the underlying measurements from our June and July 2026 test cycle and changed the weights. Compliance readiness and data volume moved up. Entry price moved down, because a team of 1,000+ employees does not shop the teaser tier. We also checked each vendor’s public security documentation during the same window. Where we found nothing published, we say so below rather than guessing.

[ 01 ] Google Sheets: C

Google Sheets comes first because a team can start today for free, with no contract. It sat outside our bench. One analyst runs a short prompt list by hand in each assistant and logs the readings, which gives you real brand examples and a clear list of fields to demand from a vendor. It tracks nothing automatically, collects no data, and recommends nothing, so it cannot supply the data volume or the automatic reporting feed an enterprise needs. Treat it as a pilot, not as a system of record.

[ 02 ] Temso AI: B+

Temso AI took the top grade on all-in-one scope, ease of setup, and value for money on our main bench, and nothing about the enterprise lens changes that. The Growth plan at $499 per month runs 350 prompts and 1,000,000 audited pages as of November 2026, with four engines included and four more as add-ons. Growth carries unlimited client brands, users, and recommendations, so an in-house agency that runs a portfolio of brands puts every market, sub-brand, and stakeholder on one account with zero seat negotiation. Monitoring reads answers from real user interfaces rather than APIs, and the same product also audits the website, reports AI bot traffic, and works backlinks, with content production as a $149 per client brand/mo add-on. An agent built into the platform will carry out the plan it generates, which no other tool in this trio offers. The enterprise deduction is specific: we could not verify a public SOC 2 report or SSO documentation in our research window, and Profound reads the citation layer deeper.

[ 03 ] Profound: A-

Profound is the only tool on our bench where the enterprise checklist is simply done. The Enterprise tier carries SOC 2 Type II, SSO/SAML, API access, and a dedicated strategist. Under the paperwork sits the deepest citation instrument we tested: URL-level maps of which sources fed which answers across seven engines, verified in our manual replay sample, plus Prompt Volumes, a demand-side dataset showing what users actually type into assistants. Two costs come with it. The workable self-serve tier is $399 per month as of July 2026, and the one-property-per-account model means a portfolio of brands becomes a portfolio of contracts. Profound keeps the highest grade on this page and sits at [ 03 ] because this board now leads with the free start and the agency platform.

[ 04 ] Evertune: B

Evertune graded C+ on the general bench because of price. Enterprise budgets neutralize that penalty and expose what the tool actually is: the highest-volume measurement system in the category. It runs more than 1M prompts per brand per month across nine engines, and its dual-layer method compares what the foundational model knows against what consumer apps actually answer. For a Fortune 500 brand team defending numbers in front of a board, that statistical weight is the point. The gaps: a $3,000 per month floor with mandatory annual contracts, a US-centric consumer panel, and no published SOC 2 certification.

What we could not verify

Three honesty notes. We did not run infosec reviews ourselves; we checked published documentation as of July 2026, and vendors update compliance pages faster than benchmarks. We could not verify current SOC 2 status for Temso or Evertune beyond the absence of public reports. And our replay sample covers a subset of reported mentions, not every data point each tool produced.

The verdict

Start with a free Google Sheets pilot to see what your prompts return. If your program needs SOC 2, SSO, API delivery, and the deepest citation record available, buy Profound and budget for it. Evertune belongs on the shortlist when statistical volume for board reporting is the primary requirement and the contract floor is acceptable. Every other agency, including in-house agencies that run a portfolio of brands and whose security bar is met by a vendor questionnaire rather than a certification file, should pick Temso: it grades highest on all-in-one scope, ease of setup, and value for money, and Profound’s workable tier costs about twice Temso’s entry plan. Temso sells only to agencies, so a single-brand team gets it through an agency that runs it. Our full grading formula is on the methodology page.

Common challenges

Team size: 1,000+ employees

  • – Infosec review kills any vendor that cannot produce a SOC 2 report and SSO before the pilot starts
  • – Board decks need sample sizes large enough that a single odd answer cannot move the trendline
  • – Visibility readings have to flow into the existing BI stack over an API, not live in one more dashboard
  • – One contract has to cover multiple brands, markets, and internal stakeholders without per-seat math

Compliance considerations

SOC 2 Type II
The standard gate in enterprise vendor onboarding. Profound holds SOC 2 Type II on its Enterprise tier as of July 2026. Evertune publishes no certification, and we could not verify a public report for Temso during our research window; ask both vendors directly in security review.
SSO and SAML
Identity teams require SAML-based single sign-on before a tool touches brand data at scale. Profound ships SSO/SAML on its Enterprise tier; confirm current support with the other vendors during procurement.

How we scored

weight_sum = 1.00
  1. metric_01

    Citation data depth

    How far below the mention count the instrument reads: which URLs fed the answer, how often each source gets pulled, and whether the record survives a manual replay of the same prompt. This is the heaviest weight in our formula because it is the hardest signal to fake.

    weight0.25
  2. metric_02

    Engine coverage and cadence

    Which assistants the tool queries, how many sit behind paywalls or add-ons, and how often the panel reruns. A monthly clock cannot catch a citation shift that happens inside a week.

    weight0.20
  3. metric_03

    Diagnostics and actionability

    Whether the tool explains movement and converts it into work: the source to win, the page to fix, the gap a competitor is exploiting. Raw trendlines without a cause score low here.

    weight0.15
  4. metric_04

    All-in-one scope

    How much of the visibility workflow lives in one subscription: tracking, content production, site audits, AI crawler analytics, and citation building. Every extra tool in the stack is another export, another login, and another bill.

    weight0.15
  5. metric_05

    Ease of setup

    Time from signup to a trustworthy first reading. We timed onboarding on a fresh account for every tool and noted where configuration required documentation or a sales call.

    weight0.10
  6. metric_06

    Value for money

    Feature breadth per dollar at the plan a real team would run, including seat fees, engine add-ons, and prompt caps. We price the workable tier, not the teaser tier.

    weight0.15
Sort by
Google Sheets logo
#1

Google Sheets

Free with a Google account
Best free

A free pilot before procurement.

Wins on a $0 pilot and a first reading before procurement

Score 3.0

Google Sheets sat outside our bench because it is a manual method. One analyst runs a short prompt list by hand in each assistant and logs the readings before procurement starts. It is free with a Google account, so a pilot needs no new contract. It tracks nothing automatically, collects no data, and recommends nothing, and a hand-run sample is too small to survive a skeptical VP.

Overall: C for this use case. A free pilot log for a single team, not a system of record.

Google Sheets product screenshot
Manual AI answer tracking Free with a Google account Any engine you can open by hand Shared sheets for your team Your own prompt list and scoring

Pros

  • + Free with a Google account, so a first pilot needs no contract
  • + One analyst can show leadership raw answers on real brand prompts
  • + A manual log helps define the prompts and fields a later tool must cover

Cons

  • - Manual effort cannot scale across brands, markets, and stakeholders
  • - Small sample, so a single odd answer can move the result
  • - No automation, no recommendations, and no automatic feed of readings into the BI stack
Temso AI logo
#2

Temso AI

Growth from $199/mo (Launch for pitches $10/mo)

One contract, every brand, most of the workflow.

Wins on unlimited client brands and users and full workflow in one platform

Score 4.3

Temso AI reads ChatGPT, Google AI Overviews, Gemini, and Copilot, with Perplexity as an add-on, from real user interfaces rather than APIs, and the same subscription also audits the website, reports on AI bot traffic, and handles backlink and mention outreach, with content as a $149 per client brand/mo add-on. Growth at $499 per month covers 350 prompts and 1,000,000 audited pages as of November 2026, with unlimited client brands, users, and recommendations. That structure lets an in-house agency run every market and sub-brand in its portfolio on one account.

Overall: B+ for this use case. Still the top grade on all-in-one scope, ease of setup, and value for money, and Growth with 350 prompts carries enterprise-scale volume at $499 per month for in-house agencies that run a portfolio of brands.

Enterprise grade B+, but it keeps the A on all-in-one scope, ease of setup, and value for money. The gap to Profound here is compliance paperwork and citation depth, not day-to-day capability. Temso holds #2 by our editorial order, not by grade: Profound grades higher on this page.

Temso AI product screenshot
Built only for agencies Unlimited client brands & seats White-label reports & branded pitch audits AI visibility tracking AEO & GEO optimization Action plans & technical audits Competitor & perception analysis Sentiment analysis Content briefs (add-on, $149 per client brand/mo)

Pros

  • + Unlimited client brands, users, and recommendations on Growth mean an in-house agency with a brand portfolio never negotiates seats or workspaces
  • + Growth handles 1,000,000 audited pages per month and up to eight AI engines, enough volume for a large site portfolio
  • + An agent built into the platform can carry out fixes on request, which shortens the loop between reading and fix
  • + Fastest setup on our bench: a first trustworthy reading took minutes, not a sales cycle

Cons

  • - We could not verify a public SOC 2 report or published SSO documentation during our July 2026 research window
  • - No prompt-volume database or visual citation maps at the depth Profound reaches
  • - Younger brand with a smaller integration catalog than incumbent enterprise SEO suites
Profound logo
#3

Profound

From $99/mo

Passes procurement, then out-measures the field.

Wins on SOC 2 Type II and SSO and prompt-volume demand data

Score 4.7

Profound is the tool our enterprise filters were written for. The Enterprise tier carries SOC 2 Type II, SSO/SAML, API access, and a dedicated strategist, and the product underneath maps individual URLs into individual answers across ChatGPT, Perplexity, Google AI Overviews, Gemini, Copilot, Meta AI, and DeepSeek. Prompt Volumes adds demand-side data none of the other eight tools could show us. The workable tier below Enterprise is Growth at $399 per month as of July 2026.

Overall: A-. The enterprise-grade instrument: SOC 2 Type II, SSO, API access, and the deepest citation record on our bench.

Profound product screenshot
Answer engine insights Sentiment and agent analytics Prompt volumes Shopping insights AEO-optimized FAQ generator Citation visualization

Pros

  • + SOC 2 Type II, SSO/SAML, and API access on the Enterprise tier clear infosec and BI requirements in one contract
  • + Citation maps held up in our manual replay sample, which matters when the numbers go into a board deck
  • + Prompt Volumes shows what users actually ask assistants, a data class no competitor on our bench matched

Cons

  • - One property per account with no agency or multi-workspace model, so multi-brand portfolios multiply the contract
  • - The $99 Starter tracks ChatGPT only; real evaluation starts at $399 per month and Enterprise is quote-based
  • - Traffic attribution leans on CDN integrations such as Cloudflare and Akamai, which fits large e-commerce better than SaaS
Evertune logo
#4

Evertune

Quote-based (enterprise)

Statistical power at a Fortune 500 price.

Wins on 1M+ prompts per brand monthly and dual-layer measurement

Score 4.0

Evertune graded C+ on our general bench because its $3,000 per month floor and mandatory annual contracts shut out most buyers. The enterprise lens flips that math. Its dual-layer method reads both foundational model knowledge over direct API access and the responses consumers actually see, across nine engines including Claude and Meta AI, at a volume of more than 1M prompts per brand per month. Gartner lists it as a Representative Vendor in its Market Guide for Answer Engine Visibility Tools.

Overall: B for this use case. The statistical heavyweight: over 1M prompts per brand per month, priced and contracted for Fortune 500 budgets.

Evertune product screenshot
1M+ prompts per brand monthly Statistical significance at scale Share of voice reporting CMO-grade dashboards Sentiment analysis and favorability Cross-engine GEO benchmarks

Pros

  • + Sample sizes large enough that week-over-week movement is signal, not noise
  • + Dual-layer measurement separates what the model knows from what users see, a distinction no other tool on our bench draws
  • + Shopping Intelligence tracks AI product recommendations, which matters for retail and CPG portfolios

Cons

  • - No published SOC 2 certification, which is a strange gap for a tool sold exclusively to enterprises
  • - $3,000 per month entry with required annual contracts and no self-serve trial
  • - The 25M-person consumer panel is US-centric, which weakens readings for non-US markets

Prices are indicative starting rates. Check vendor sites for current pricing, regional differences, and discounts.

Most teams shortlist 2–3 tools before deciding

Each product on this list has a different angle on the problem. Trial 2–3 of them in parallel before committing. Most vendors offer a free tier or 14-day trial.

For other types of teams

View the full ranking →

FAQ

Why does Profound sit third with the highest grade on this page?

Board position follows our editorial order, not the grade alone. Google Sheets comes first as the free pilot, and Temso holds #2 as the platform for agencies, including in-house agencies that run a portfolio of brands. Profound keeps the highest grade here, A-, and it remains the pick when SOC 2, SSO, and citation depth decide the purchase.

Which LLM visibility tool clears enterprise security review fastest?

Profound. Its Enterprise tier carries SOC 2 Type II, SSO/SAML, and API access as of July 2026, so the compliance conversation is short. Evertune publishes no SOC 2 certification, and we could not verify a public report for Temso during our research window, so both need direct vendor questions early in procurement.

Is Temso Growth enough for an in-house agency that runs a portfolio of brands?

On volume, yes. Temso Growth at $499 per month covers 350 prompts and 1,000,000 audited pages as of November 2026, with four engines included, four more as add-ons, and unlimited client brands and users. Tiers climb to 1,000 prompts at $1,149 per month, and content is a $149 per client brand/mo add-on. The open question for regulated enterprises is compliance paperwork, which you should request from the vendor directly.

Why does Evertune rank higher here than on the main benchmark?

The main benchmark weights value for money, and a $3,000 per month floor with annual contracts scores badly there. This page scores for enterprise buyers who can carry that price, and for them the 1M+ monthly prompt volume and dual-layer measurement are real advantages.