“One prompt” is not a budget. Build your collection plan, see what changes the workload, and ask every vendor the same questions.
Published by Gist, which makes Gist GEO.
Sources checked October 19, 2026.
planned collection slots / four weeks
5 × 20 × 3 × 2 × 3 × 4
Brands · questions · surfaces · variants
Responses · collection cycles
Start with the illustrative weekly review, then change the inputs to match the work you need.
planned collection slots
in a four-week planning period
5 × 20 × 3 × 2 × 3 × 4 = 7,200
The worked-example baseline.
This estimates work, not a price. Vendors may bundle or count these dimensions differently. Failed slots do not become successful answer observations.
brand–question pairs
Brands × questions per brandcollection configurations
Pairs × surfaces × variantsplanned collection slots
Configurations × responses × cyclesFor a first AI visibility tool, pay for the coverage you will use, evidence you can inspect, and a reporting process your team can maintain. Add capacity when there is a clear job for it.
A headline monthly price tells you little until you know what the plan counts. One provider may package tracked prompts with several AI engines; another may price additional models separately. Client workspaces, exports, or the history you need can introduce further constraints.
The following seven checks turn a pricing page into a usable buying decision.
Each comparison changes one input from the 7,200-slot example. Everything else stays the same.
10,800 planned slots
More questions increase the panel before any extra engines or cadence.
9,600 planned slots
An additional surface applies across every brand, question and variant.
50,400 planned slots
Daily instead of weekly collection across the same four-week period.
All totals are planned slots, not quoted credits. Bar lengths use a common 50,400-slot maximum.
Your starting panel. Your likely next-quarter panel. A temporary busy period. Ask where each crosses a tier threshold and whether unused capacity can move between clients.
Use these as acceptance criteria. Open a check for the full reasoning, examples and first-party sources.
Ask the vendor to define a prompt, query, answer, credit, and run wherever those terms appear in the quote. Then have them calculate usage for one of your own questions.
For example, Peec’s pricing FAQ says its pricing depends on tracked prompts and models. It describes an AI answer as an individual result from a model and calculates answer volume from prompts, models, and tracking frequency. That distinction matters: the number of configured questions and the number of collected answers are different quantities. Peec pricing and definitions.
Clarify whether translating a question, changing its country, editing its wording, or repeating it consumes another unit. Ask what happens when a query fails. Does the retry use credits? Does removing a question free capacity immediately, and does its history survive?
Get this in writing: “For our exact panel, how many billable units will we use, and what happens when we reach the limit?”
Name each surface you need. Google AI Overviews, Google AI Mode, and Gemini should have separate entries on your requirements list. “Google coverage” is too vague for a quote. Google itself says AI Overviews and AI Mode can use different models and techniques, with different responses and links. Google Search Central’s AI features guide.
Ask whether the tool collects responses from a consumer interface, an API, or another method. Ask what location and language controls apply. You need to understand how the collected answer relates to the experience you want to monitor.
A concrete packaging example: on October 19, 2026, OtterlyAI’s monthly Lite plan listed $29 per month for 15 search prompts, daily tracking, and four named engines. Claude, Google AI Mode, and Gemini were listed as additional engine add-ons. Check the current price and applicable tax before budgeting. OtterlyAI pricing.
The buying check: every required surface has a named collection method and an included or additional cost. A long logo strip is insufficient detail.
Daily collection and several responses per question are separate dimensions of a tracking plan. A dashboard can refresh every day while collecting only one answer per question on each occasion.
Ask how many responses sit behind a reported score. Can you inspect their dates and underlying text? How are unavailable AI features, refusals, and technical failures handled? Does the summary distinguish a missing answer from an answer that did not mention you?
Choose frequency around the decisions you will make. A weekly content review and a short product-launch investigation may need different collection schedules. More frequent data is useful only if someone can interpret and act on it.
Also ask how much history is retained and whether it starts when you create the account. A tool cannot show your own historical observations from a period it never collected unless it has a separate, clearly explained source.
The buying check: the quote specifies collection cadence, sampling approach, and usable history. “Daily monitoring” alone leaves two of those unanswered.
List growth dimensions separately: brands, distinct question configurations, AI surfaces, language-and-market combinations, and repeated observations. For an agency, distinguish brands being measured from client workspaces used to separate access.
Use workload math before you ask for pricing. Suppose you want to check:
That produces 7,200 planned collection slots: 5 × 20 × 3 × 2 × 3 × 4. Successful slots yield answer observations; failures do not.
Ask each vendor how this illustrative design maps to its billing rules and supported collection options. Some tools bundle several of these dimensions; others count them separately. Collection slots are not necessarily billable credits.
The sensitivities are useful. Increasing questions from 20 to 30 adds 50% more planned collection slots. Adding a fourth surface adds one-third. Moving from four weekly cycles to 28 daily cycles multiplies slots by seven, with everything else held constant.
Request three prices: your starting panel, your likely next-quarter panel, and a temporary busy period. Confirm the threshold for a mandatory tier upgrade and whether unused capacity can move between clients.
Count the people who will use the tool and what each needs to do. An analyst who configures queries, an account lead who presents results, and a client who only reads reports have different access requirements.
Confirm included seats, permissions, workspace separation, and any charge for client access. Check whether the plan can produce the deliverable you actually sell: perhaps a PDF, an editable document, raw data, or a dashboard export.
If your workflow requires white-label reports or an API, ask specifically. An export button does not establish either capability.
Run a simple acceptance test during the trial or demo. Give a teammate five approved questions. Have them configure the panel, inspect an answer, explain a change, and produce a client-ready report. Time the work and note where they need help.
The buying check: the people who need access can complete the real reporting job on the quoted tier. Ease of use belongs in this test, because recurring admin time belongs in the cost.
Your operating budget should include the software, required add-ons, setup, and the analyst time needed to review results. Implementation work prompted by the findings belongs in the wider GEO program budget too.
Keep those costs distinct. Monitoring a visibility problem and fixing the underlying content or source information require different work.
Here is a hypothetical monthly operating-cost comparison:
The comparison only holds if both options meet the same coverage and evidence requirements and the second workflow really saves four hours. Test that assumption.
Treat generic recommendations cautiously. Ask to see the underlying answers, the reason for a proposed action, and the evidence you will use to check it later. Someone on your team still needs to decide whether the recommendation is accurate and worth doing.
The buying check: compare the full cost of completing the same job, including the work your team retains.
Before choosing annual billing, confirm the total commitment and payment timing. A monthly equivalent shown on an annual plan can be easy to mistake for a month-to-month charge.
Read the actual order and cancellation terms. Check when a trial converts, how renewal works, any notice deadline, and what happens when you downgrade. Confirm overages, taxes, and charges for the integrations or support you need.
Then test portability. Ask what you can export: prompt definitions, raw answers, source URLs, dates, scores, and change history. Confirm whether exports remain available after cancellation and whether a departing client can take the records you are responsible for delivering.
Ask the vendor for a small, non-sensitive sample with more than one answer and engine. Close the dashboard and use only the saved files to recover the exact prompt and its version, the engine, collection time, full answer and cited URLs. If a field is missing, mark it unavailable rather than filling it from memory.
When the data spans several files, check that the identifiers connect each citation to the right answer. A prompt identifier alone may not distinguish repeated answers or different engines. Keep the sample files and your field checklist as the acceptance record.
Export formats can differ even within one product. Gumshoe documents separate conversation and citation exports, with answer identifiers for matching citations to responses; its dashboard CSV omits the model answers. Search Atlas documents a topic-level AI Visibility CSV that does not yet include individual query rows. Check the exact export offered on your plan.
Apply this test to Gist and every other vendor. These documentation examples are not completed export tests. A usable download also does not establish retention or access after cancellation; confirm those terms separately. Export sources checked October 29, 2026.
For the wider evidence review, use our GEO and AEO tool buying checklist.
If the tool does not provide a field you need, decide how you will retain it before depending on the platform.
The buying check: you understand the complete commitment and have a practical way to keep the evidence your business needs.
Dated vendor packaging and hypothetical operating-cost examples remain inside the relevant checks. The calculator does not invent or estimate vendor prices.
Carry the same workload and requirements into each demo. The brief below follows your calculator inputs.
Add the actual AI surfaces, access roles, required history and export. Then ask the vendor to show one question all the way through.
Map your design to the vendor’s units.
Confirm collection options and failure rules.
Inspect the report your team will use.
Send vendors the same brief:
“We need to monitor [brands] across [named AI surfaces], using [questions and market/language variants]. We need [collection cadence and sampling approach], [history requirement], and access for [roles]. Our required deliverable is [report or export]. Please show the full starting cost, the next growth threshold, and how failed collections affect usage.”
Ask them to demonstrate one question all the way through. You should be able to see how an observation becomes a reported finding and what your team would do with it.
For a Gist GEO evaluation, ask which questions belong in Deep Analysis and which need only Quick Scans. Gist documents these as different measurement modes, with Deep Analysis feeding insights and Opportunities. Read the Gist GEO workflow. Use your scoped brief to confirm current capacity, engine coverage, and pricing in a Gist GEO demo.
Buy the smallest package that supports a repeatable, useful workflow and a realistic next step. A cheaper plan that leaves your required work unfinished is expensive. So is capacity you never use.
Published by Gist, which makes Gist GEO. Product and pricing sources checked October 19, 2026. Prices and packaging can change.
The calculator makes your scope explicit. The vendor still needs to explain what is supported, how it is counted and what it costs.
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