The best AEO tools for agencies are not necessarily the tools with the most prompts, models, or dashboard tiles. An agency has a harder operating problem: keep clients separate, allocate a finite measurement budget, preserve evidence, deliver a report under its own process, and explain exactly what each number can support.

A strong product can still be a poor agency tool if every new client requires another expensive account, raw answers cannot leave the dashboard, or a polished “visibility score” cannot survive a client’s first methodological question.

This guide focuses on that operating layer. For a dated vendor-by-vendor feature and price table, read Brandvane’s comparison of seven GEO tools. Public vendor facts referenced here were checked there against official pages on August 28, 2026. Plans change quickly; verify the live page before buying.

Disclosure and product update - September 10, 2026: Brandvane is our own product. Its SEO ($29/month) and Pro+ ($59/month) plans are live, with a customer workspace, paid research, and Markdown/CSV exports. Brandvane is narrower than a continuous multi-engine AI monitoring suite. Competitor facts below retain their August 28, 2026 review date; this update changes Brandvane facts only. See current pricing.

The agency shortlist, by operating need

  • Peec AI fits agencies that value daily monitoring, selectable models, raw-chat CSV export, Looker Studio, and a documented Cloudflare or uploaded-log workflow.
  • OtterlyAI fits solo consultants and cost-sensitive teams starting with a small prompt panel; its public materials describe extensive CSV, JSON, and PDF exports, while multi-workspace and crawler analytics begin on a higher plan.
  • Profound fits well-funded teams that can use monitoring, prompt research, analytics, content workflows, integrations, and enterprise controls together.
  • Scrunch fits larger technical engagements that combine monitoring, page audits, observed agent activity, and an AI-oriented delivery layer.
  • Ahrefs Brand Radar fits SEO agencies that can turn a huge search-backed prompt index and the surrounding Ahrefs dataset into research and strategy work.
  • Semrush fits agencies already delivering SEO and marketing work inside its stack, with AI visibility added per domain and reporting add-ons checked carefully.
  • Brandvane fits solo consultants and small teams seeking quoted, on-demand SEO research, saved evidence, and separate fresh-AI checks inside a compatible assistant. It is not a continuous multi-engine AI monitoring suite.

That is a starting map, not a ranking. The best choice depends on the service you sell and the claim you need the product to support.

1. Multi-client separation is more than a workspace count

“Multiple workspaces” can mean clean client isolation, or it can mean a folder picker inside one shared account. Ask to see the boundaries directly.

For each client, can the agency independently control:

  • brand, domain, positioning, competitors, and markets;
  • prompt panel, language, engine selection, and refresh cadence;
  • team access and client-viewer access;
  • integrations, analytics property, and crawler-log source;
  • report branding and delivery schedule;
  • retention, deletion, and offboarding export; and
  • billing allocation or usage reporting?

OtterlyAI’s public pricing described one workspace on Lite and unlimited workspaces on Standard. Peec’s published plans described two projects on Pro and five on Advanced. Those labels are useful, but they do not answer every isolation question above. Ask whether a workspace or project maps cleanly to one client brand and whether limits are shared across the account.

For an agency, separation is also a trust control. A wrong analytics property or competitor list in a client report is not a cosmetic error. Trial the product with two fictional clients and deliberately switch between them before adding real data.

2. Allocate prompt budgets per client, not per seat

A plan that includes 100 prompts may sound ample until the agency divides it across brands, markets, product lines, and engines.

Build the budget from the service design:

client prompts = stable buyer questions × markets × languages

Then ask how the vendor meters each prompt. A “prompt” may represent one saved question, one question-engine combination, one response, or a bundle of checks. Daily tracking may mean one response per question per day; it does not necessarily mean repeated same-condition samples.

Use a workload sheet with these columns:

ClientStable questionsMarkets/languagesAnswer surfacesChecks per questionPlanned monthly responses
Client A[enter][enter][enter][enter]calculate from vendor rules
Client B[enter][enter][enter][enter]calculate from vendor rules

Do not fill the last column until the vendor explains the unit. A tool that sells “50 prompts” and a tool that sells “9,000 responses” may support very different workloads even when their dashboards look similar.

Also reserve capacity for failures and replication. The Brandvane methodology describes repeated sampling as an evidence-design option, not an automatic feature of current SEO/Pro+ plans. One fresh check returns one sampled answer; repeated checks require separate approval and allowance.

3. White-label reporting starts with exportability

A logo switch is the shallowest version of white labeling. The real question is whether the agency can preserve and explain the evidence outside the vendor interface.

Look for four layers:

  1. Raw evidence: exact prompt, raw answer, citations, URL, engine or model, run time, and failure state.
  2. Structured export: CSV, JSON, API, or a documented connector that retains those fields.
  3. Client delivery: shareable links, PDF, scheduled reports, presentation controls, and access expiry.
  4. Agency narrative: room to state the method, time window, limitations, and next action without inheriting unsupported vendor claims.

OtterlyAI publicly documents CSV and JSON raw-answer options plus CSV citation and PDF report exports. Peec documents raw-chat CSV export and offers Looker Studio on a higher plan. Profound lists CSV and JSON on Growth. Semrush offers CSV, while scheduled, linked, and white-label report capabilities can require separate reporting products. Public Scrunch pricing reviewed did not clearly specify raw-answer export formats, so that point should be verified rather than treated as absent.

Brandvane now provides a customer workspace and Markdown/CSV research exports. White-label reporting and automated crawler-log ingestion are not included.

Ask every shortlisted vendor to export one real trial prompt. Open the file before buying. A summary CSV containing only a composite score is not raw evidence.

4. Buy the claim boundary your client work requires

Answer engine optimization can involve at least three independent events:

  • a brand appeared in a sampled answer;
  • verified AI infrastructure requested a page; or
  • a person arrived from a recognizable AI referrer.

Brandvane’s measurement methodology calls these Say, Do, and Arrive. One event can occur without the other two.

An agency report should identify which event supports each chart:

Dashboard labelAsk what was actually observedDo not silently translate it into
AI visibilityWhich prompts, engines, completed answers, and window?A universal share of every answer
Citation shareWhich sampled answers and cited URLs?Authority across the whole web
Crawler or agent trafficVerified server/edge requests, a site audit, or an estimate?Human visits or answer inclusion
AI trafficFirst-party referrals, crawler events, or modeled competitor traffic?Total AI influence
AI readinessTechnical checks against which rules?Evidence that a crawler fetched the page

This distinction changes vendor fit. Peec and Otterly document log-ingestion paths. Scrunch includes agent-traffic and technical optimization workflows. Profound lists analytics and infrastructure integrations. Semrush’s site audit diagnoses readiness, while its modeled competitor traffic sits in a separate toolkit. Ahrefs Brand Radar’s large search-backed index is a discovery instrument, not a first-party demand log.

None of those methods is inherently invalid. Problems begin when the agency changes the name of the observed event while presenting it to a client.

5. Calculate price per active client

Seat price is rarely the binding agency cost. Use:

effective price per client = (platform fee + required add-ons + overages + reporting layer) ÷ active billable clients

Calculate it at three loads: today, the next realistic client count, and the point where the plan must change. Include annual commitments as cash commitments, even when the vendor advertises their monthly equivalent.

The public prices reviewed on August 28, 2026 illustrate why workload matters:

  • OtterlyAI Lite was $29 month-to-month or $25 per month annually, but included one workspace and 15 prompts. Standard was $189 with 100 prompts and unlimited workspaces.
  • Peec Starter was documented at about $95 monthly, while the live billing presentation could vary; Pro and Advanced added projects and agency-oriented capability.
  • Profound listed $99 Starter and $399 Growth, both billed annually. Starter covered one answer surface; Growth expanded the engine set and response volume.
  • Scrunch Starter listed $250 per month annually or $300 month-to-month and a much larger prompt program.
  • Ahrefs documented $199 for one Brand Radar platform index or $699 for all, with custom checks depending on plan.
  • Semrush AI Visibility started at $99 per month per domain with annual billing, before any separate reporting add-on.
  • Brandvane SEO is $29/month and Pro+ is $59/month (updated September 10, 2026); these buy SEO credits and a separate fresh-check allowance, not an automated multi-engine monitoring panel.

These are not apples-to-apples prices. They buy different units, scopes, and maturity. Verify every live page before buying and obtain a written quote when the workload depends on features not shown publicly.

A 30-minute agency trial protocol

Marketing demos tend to show the cleanest account. Bring a small adversarial test instead.

Set up two client contexts

Use different domains, competitors, and prompt clusters. Confirm that exports, integrations, reports, and member permissions cannot cross the boundary accidentally.

Add one stable, neutral buyer question

Avoid planting the client name or the desired conclusion. Run it on the answer surfaces included in the quoted plan.

Trace one number backward

Click from the chart to the completed answers. Inspect the exact prompt, time, model or mode, raw answer, citations, and failure treatment. Ask whether the displayed percentage retains its numerator and denominator in exports.

Simulate a report correction

Change a prompt, deactivate a competitor, and correct the brand configuration. Determine whether history is preserved, silently rewritten, or broken into a new series.

Export and offboard

Download everything the quoted plan permits. Check the file fields and whether a departing client can receive a clean evidence package without keeping a vendor login.

Identify every use of “traffic”

Make the vendor label crawler requests, user-directed fetches, first-party human referrals, and modeled competitor estimates separately. If the tool combines them, decide whether your own reporting layer can restore the distinction.

Which AEO tool fits which agency model?

A solo consultant adding a first service

OtterlyAI’s Lite plan is the clearest low-cost starting point in this set when one workspace and 15 prompts are enough. Its export path helps the consultant keep evidence. Model the jump to Standard before promising several client workspaces.

Brandvane is a live alternative for on-demand SEO research and occasional AI-answer checks. It is not an equivalent substitute for continuous multi-engine monitoring.

A reporting-led small agency

Peec deserves a close trial because raw chat export, Looker Studio, multiple project tiers, and its documented crawler workflow map to agency delivery. Otterly Standard is a credible comparison when unlimited workspaces and broad export formats matter. Confirm exact limits, billing, and white-label behavior in both.

An enterprise or strategy agency

Profound is the broadest operating platform in this set, with research, monitoring, content workflows, integrations, exports, and enterprise controls. Scrunch is the sharper comparison when technical auditing and an active delivery layer are central. The right choice depends on whether the agency is selling research and orchestration, technical implementation, or both.

An SEO agency extending an existing stack

Ahrefs Brand Radar can turn a very large discovery index into category and source research. Semrush can place AI visibility beside its existing SEO, content, and reporting workflows. Their value is highest when the agency already uses the surrounding dataset; a narrow AEO report alone may not justify the bundle.

An evidence-first small team

Brandvane offers on-demand keyword, domain, competitor, backlink, rank and audit research through its hosted MCP service and customer workspace. Recorded AI mentions use DataForSEO evidence; fresh checks use one sampled OpenAI API answer per question. The two evidence types and allowances are separate.

The live SEO and Pro+ plans cost $29 and $59 per month, with 900/2,200 SEO credits and 5/20 fresh AI checks respectively. Unused SEO credits carry forward during an active subscription; fresh AI checks do not. Pro+ supports the owner and one teammate. Both plans include Markdown/CSV exports and 90/365-day saved research retention.

Optional weekly Google ranking checks require explicit recurring approval and spend SEO credits. These are not recurring AI-answer checks. Current plans do not include an automated multi-engine AI panel, crawler-log ingestion, or white-label reporting. The methodology describes evidence standards, not a promise that every measurement lane is automated. The free traffic tool processes a supplied GA4 CSV in the browser.

Best fit: a consultant who wants bounded research with cost quotes and retrievable evidence. For continuous multi-engine prompt monitoring, automated log ingestion, or enterprise reporting, evaluate a tool that explicitly supports those requirements.

Questions to put in the procurement record

Before approving a plan, record the vendor’s answer to each question:

  1. What exactly consumes a prompt, check, response, project, and workspace allowance?
  2. How many completed answers support each chart, and are failures visible?
  3. Can the agency inspect and export every raw answer and citation?
  4. What changes when a prompt, engine, model, or market configuration changes?
  5. Which client data and integrations are isolated by workspace?
  6. Which reports can be branded, scheduled, shared, expired, or exported?
  7. Does crawler identity use provider-supported verification or only a user agent?
  8. Does “AI traffic” mean human referrals, crawler events, or modeled data?
  9. What will the exact workload cost at the next plan boundary?
  10. What can the agency export and delete during offboarding?

If a feature cannot be verified in public documentation or a demo, record not verified. Do not convert documentation silence into a claim that the product lacks it.

The best agency AEO tool makes the report defensible

An agency does not need the biggest AEO dashboard. It needs a repeatable instrument, clean client boundaries, predictable workload economics, portable evidence, and a report whose claims do not outrun the observations.

Once the tool is chosen, use the companion template for reporting AI search visibility to clients to define coverage, incidence, method changes, limitations, and the decision the deliverable must support.

For the evidence framework, see how Brandvane measures AI visibility. Automated weekly AI reports for ChatGPT and Google AI Overviews are coming soon; the planned reports will keep the two surfaces separate and show completed-check counts.

Choose the tool only after deciding what you must be able to defend to the client. That decision is more durable than any feature grid.