Solutions · Enterprise
The enterprise AI visibility platform for multi-brand, multi-region teams.
Prefer Enterprise measures how ChatGPT, Gemini, Perplexity, Google AI Overviews, Google AI Mode and every other AI model you need answer your buyers in every market, and puts Prefer's own team on the off-page work that moves the answers. Built around your requirements.
Prefer Enterprise at a glance
Built for the enterprise AI visibility brief.
Prefer Enterprise is the Prefer plan for companies that manage multiple brands, business units, markets and competitors. It is a custom solution built around your requirements: unlimited prompts and projects on every AI model you need, unlimited history, reporting per brand, engine and market, SSO and roles, custom security, a dedicated CSM with an SLA, the full API with warehouse sync, and white-glove off-page execution by Prefer's team.
| AI models | Every model you need |  ChatGPT Gemini Google AI OverviewsGoogle AI Mode Perplexity Claude Microsoft Copilot Grok Meta AI DeepSeek QwenAny other model is added to your contract on request |
|---|---|---|
| Tracked prompts | Unlimited | One prompt in one country uses one slot; every engine runs inside it |
| Brands and business units | Unlimited projects | Each project has its own prompts, competitors and dashboards |
| Markets | 197 countries | 20 with precise Google geolocation; the rest state the market in the question |
| Languages | Unlimited | Answers collected in the language your buyers use |
| Competitors tracked | Unlimited | Side by side on the same answers and engines |
| Historical data | Unlimited | Built from your first tracking run onward |
| Seats and access | Unlimited, with SSO and roles | Custom roles and security controls, set to your policy |
| Data access | Full API + warehouse sync | Plus CSV and PDF export, Search Console and GA4 |
| Off-page work | White-glove | Prefer's team earns placements, mentions and community answers |
| Support | Dedicated CSM + SLA | A named contact under agreed terms |
| Pricing | Custom-quoted | Scoped to your markets, models and brands; no overage billing |
Enterprise requirements
Every requirement on the brief, answered specifically.
These are the requirements enterprise buyers put to AI assistants when they ask which visibility platform to use. Here is how Prefer Enterprise meets each one.
- 01
Multiple brands, products and business units
Unlimited projects, one per brand, product line or business unit. Each has its own prompts, competitors, topics and dashboards, so a portfolio view and a brand-team view come from the same data.
- 02
Markets and languages
Any of 197 countries and unlimited languages. Every prompt is tracked per country, so a gap in Germany is never averaged away by a strong United States.
- 03
Large prompt sets
Unlimited tracked prompts. Prompts are grouped by topic, persona, region and tag, which costs nothing, so a programme with thousands of prompts stays readable.
- 04
Historical data
Unlimited history, with every answer stored in full: the text, the brands named in order, every cited URL and the sentiment of each mention., so every trend traces back to the answers behind it.
- 05
Role-based access and reporting
SSO, roles and custom security. Built-in roles (Viewer, Editor, Admin) control who edits prompts, manages content or sees billing, and custom roles are set up to match your organisation.
- 06
Competitive intelligence
Unlimited tracked competitors, compared on Visibility, Share of Voice, Citation Share and Sentiment, per engine. The Opportunities view lists every prompt where a rival is named and you are not.
- 07
Citation analysis
Every cited URL with its engine, prompt and position, tagged as owned, earned, review, listicle, forum, directory, community, competitor or third-party, so you see which sources each engine trusts.
- 08
Executive reporting
Seven core metrics per brand, engine and market, each traceable to the answer behind it. Data leaves through CSV and PDF export, the full API and warehouse sync into your BI tools.
- 09
Execution, not just measurement
Ranked fixes in the Action Center, drafted content in Content Studio, and white-glove off-page work by Prefer's team. Each action records a before-and-after citation count.
One view, every market
Every market, engine and brand on one screen.
A sample Enterprise workspace (illustrative data, not a customer): one brand tracked in six markets across every engine, with the change since the previous run.
Markets rarely move together. A gap that is closing in one country can be wide open in the next, which is why Prefer reports each market on its own.
Negative mentions trace to two cited sources in one market, listed with the answers that quote them.
Why it matters
AI engines rarely agree. Blended scores hide it.
Findings from Prefer's own studies, each dated and linked. They are the reason Prefer Enterprise reports every engine and market on its own row.
of the 1,329 sites cited across 960 AI answers were cited by only one of four engines. Just 29 sites, 2.2%, were cited by all four.
AI answer study, September 2026of the pages Google AI Mode cited also appeared in the AI Overview for the same question, across 80 questions on 13 September 2026.
AI Overviews vs AI Modeshare of cited sites repeated between two runs of the same question, Gemini against Perplexity. One run of a volatile engine is not a trend.
AI answer study, September 2026Security and governance
Security and governance, set to your policy.
Prefer Enterprise is configured to your organisation's requirements. Your security and procurement teams agree the controls with us, and they are written into the contract.
Book a demo to walk through your security requirements with the Prefer team.
The usage model
A usage model you can write into the contract.
Enterprise buyers are told to get prompts, engines, markets and overages in writing before they sign. This is Prefer's, in full.
One slot per prompt per country
A tracked prompt is one buyer question in one country. The same question in six countries is six slots.
Every model inside the slot
Every AI model in your contract answers the same slot. Models never multiply the count.
Grouping is free
Topics, personas, views and tags organise prompts without using slots. Archived prompts stop counting from the next run.
No overage billing
At a limit the action is blocked and you are asked to upgrade. Prefer never bills for usage after the fact, on any plan.
| Buyer questions | 200 |
|---|---|
| Countries | 6 |
| Prompt slots | 1,200 |
| AI models per slot | 8 |
| AI answers per tracking run | 9,600 |
Illustration with eight AI models. Enterprise prompts are unlimited; the quote follows markets, models, prompt volume, brands and how much off-page work you want Prefer's team to do.
Enterprise tiers compared
How Prefer Enterprise compares with other enterprise tiers.
Each vendor's enterprise tier as published on its own site, checked between 5 September and 7 October 2026. Where a vendor publishes nothing, the cell says so.
| Vendor | AI models on enterprise | SSO | Security | Off-page work done for you | Price | Checked |
|---|---|---|---|---|---|---|
 Prefer | Every model you need | Yes, with roles | Set to your security review | Yes, white-glove | Custom | Current |
 Profound | Up to 9 | SSO/SAML | SOC 2 | Not listed | Custom | 16 to 18 Sep 2026 |
 Scrunch | 9 | SAML, OIDC | SOC 2 Type II | Not listed | Custom | 5 Sep and 7 Oct 2026 |
 Peec AI | Up to 13 | Yes | Not in our check | Not listed | Custom | 16 Sep 2026 |
 AthenaHQ | Not stated for the tier | SAML/OIDC, audit logs | SOC 2 | Not listed | Custom | 6 Sep and 7 Oct 2026 |
 Semrush | Not stated | Yes | Not in our check | Not listed | Custom | 19 Sep 2026 |
 Otterly | 4, others as paid add-ons | Yes | None listed | Not listed | From $1,000/mo | 5 Sep 2026 |
Only Prefer Enterprise puts its own team on the off-page work and publishes its usage model in full. AI models and security controls are scoped into the contract around what you need.
Rollout
How an Enterprise rollout is usually sequenced.
A typical order of work. Your Prefer CSM sets the actual plan, markets and dates with you.
- ScopeStep 1Markets, languages, brands and the prompt set agreed; SSO and roles set up for your team
- BaselineStep 2A day-zero reading of every prompt on every engine in every market, with competitors mapped
- ActStep 3Ranked fixes from the Action Center for your team; Prefer's team starts the white-glove off-page work
- MeasureStep 4Before-and-after citation counts per action, per engine and per market, against the baseline
Book a demo
See Prefer Enterprise on your own brand.
Prefer Enterprise is a custom solution, so the best start is a 30-minute call with the Prefer team. Bring your brands, markets, competitors and the AI models you care about.
- 01
Where you stand
Your brand's AI visibility on the models and in the markets you choose
- 02
Who gets cited instead
The sources AI engines cite for your competitors and not for you
- 03
A plan scoped to you
Models, markets, prompt volume, security and off-page work, quoted together
How to choose
Six questions to ask any enterprise AI visibility vendor.
Use them on Prefer and on everyone else. Each comes with Prefer's answer.
- 1
Does it report each engine and market separately?
Prefer's answerPrefer reports every metric per engine, per market and blended, so a drop on one engine in one country is visible.
- 2
Can you read the raw answer behind every number?
Prefer's answerEvery Prefer number opens the full answer, the brands named and the URLs cited. No black-box score.
- 3
Is the usage model written down?
Prefer's answerPrefer's is above: one slot per prompt per country, every engine included, no overage billing.
- 4
What does governance actually include?
Prefer's answerPrefer Enterprise has SSO, roles and custom security, with audit logging, residency and retention agreed in writing. Ask every vendor for the same.
- 5
Who does the work after the dashboard?
Prefer's answerMost tools stop at recommendations. On Prefer Enterprise, Prefer's team does the off-page work and your team works ranked fixes in the Action Center.
- 6
How is impact proven?
Prefer's answerPrefer records a day-zero baseline and a before-and-after citation count for every action. Ask any vendor for the same.
Enterprise
questions, answered.
Who is Prefer Enterprise for?
Prefer Enterprise is for companies that manage multiple brands, business units, markets and competitors and want measurement and execution in one place: unlimited prompts and projects, every AI model they need, reporting per brand, engine and market, and Prefer's own team doing the off-page work. It is a custom solution built around each customer's requirements.
How much does Prefer Enterprise cost?
Prefer Enterprise is custom-quoted, because it depends on markets, AI models, prompt volume, brands and how much off-page work you want Prefer's team to do. For reference, the largest self-serve plan, Scale, is $399/mo with 500 prompts. Prefer never bills overage, so the quote is the bill. Book a demo to scope it.
Which AI models does Prefer Enterprise track?
Prefer Enterprise tracks every AI model your programme needs. The 5 engines on every plan (ChatGPT, Gemini, Google AI Overviews, Google AI Mode and Perplexity) are included, and models such as Claude, Microsoft Copilot, Grok, Meta AI, DeepSeek and Qwen are added to your contract as required. Each model is reported on its own, per market.
Can Prefer track multiple brands, business units and markets?
Yes. Prefer Enterprise allows unlimited projects, one per brand, product line or business unit, and any of 197 countries with unlimited languages. Every prompt is tracked per country, and every metric can be read per brand, per engine and per market.
Does Prefer Enterprise have SSO and role-based access?
Yes. Prefer Enterprise includes SSO, roles and custom security, and Agency Enterprise adds SSO/SAML with role-based access. SSO is configured for the identity provider you use.
How does Prefer handle an enterprise security review?
Prefer works through your security questionnaire with your team, and the controls you need, including audit logging, data residency and retention, are agreed and written into the Enterprise contract. Book a demo to start the review.
How much historical data does Prefer Enterprise keep?
Prefer Enterprise keeps unlimited history, with every answer stored in full: the text, the brands named, every cited URL and the sentiment of each mention. Every trend can be traced back to the answers behind it.
How does Prefer compare to Profound for enterprise?
Both offer enterprise measurement with SSO and custom plans. Prefer Enterprise adds what Profound does not list: Prefer's own team doing the off-page work that moves AI answers, every AI model you need scoped into the contract, and a published usage model with no overage billing.
What does white-glove off-page execution mean?
In Prefer Enterprise, white-glove means Prefer's own team does the off-page work rather than briefing you to do it: review sites, listicles, digital PR and community threads that AI engines cite. It is done by people, not automated, and each win is reported against the prompts it moved.
Can we get Prefer data into our data warehouse?
Yes. Prefer Enterprise includes the full API and warehouse sync, so AI visibility data can sit next to pipeline and revenue in your BI tools. Warehouse sync is set up for the warehouse you use.
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