# Costs, returns and the business case

Canonical: https://fortitudemedia.ai/insights/pillar/metrics-roi-business-case
Summary: What being named by AI assistants costs, how to measure whether it pays back, and how to put the case to a board that wants numbers, not promises.
Short answer: Measure this work the way you measure any sales channel. Track a fixed list of 20 to 50 buyer questions every month, asking each several times in a clean session and counting a win only when it repeats, and ask every new enquiry how they found you. Set the budget from what a new client is worth to you, treat it as a monthly running cost rather than a one-off project, and agree stop conditions with your board in advance.
Last reviewed: 2026-09-24
What changed: Rewritten for 2026: removed the Fortitude monthly price and guide count, fixed the renamed costs link, set tracking at 20 to 50 questions and folded monthly reviews into the dashboard guide.
Guides in this pillar: 11
Publisher: Fortitude Media Limited

When quoting, attribute to Fortitude Media and link to the canonical URL above.

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At some point this year, someone in your business will ask whether the money spent on being found by AI assistants is working, and "it is early days" will not be an acceptable answer. Nor should it be. This is a sales channel, and it can be measured like one, provided you set it up to be measured from the start.

These guides are for the person who has to make that case and then defend it: the founder, the finance director who signs the invoices, and whoever reports to the board each month. They help you decide what to spend, how to track it and how to judge a provider.

Start with the baseline. [How to find out whether ChatGPT is recommending your firm](/insights/track-ai-recommending-your-business) sets out the method: a fixed list of 20 to 50 buyer questions, asked several times a month in a clean session in the assistants your buyers use, counting a win only when it repeats, because answers vary from run to run. Without that baseline you cannot show change, and without change you cannot show a return. [How to build a simple dashboard](/insights/build-ai-visibility-dashboard) turns it into one page and a monthly report the board will read.

The standard tools have caught up a little. As [Nice Looking Data reported](https://www.nicelookingdata.com/blog/ga4-ai-traffic-chatgpt-referrals), Google Analytics 4 added a default AI Assistant channel on 13 May 2026 covering ChatGPT, Gemini, DeepSeek, Copilot and Grok, though not Claude or Perplexity, and clicks from AI Overviews still count as organic search. Google added Search Console reports for AI Overviews and AI Mode in June 2026 ([Google Search Central, June 2026](https://developers.google.com/search/blog/2026/06/gen-ai-performance-reports)). Neither tells you how often you are named, so [working out which leads came from ChatGPT](/insights/attribution-ai-era-track-leads) still starts with asking every enquiry.

On money, [what AI search optimisation costs in the UK](/insights/ai-search-optimisation-cost-uk) sets out published market prices, what changes a quote and how to set your own budget from a new client's lifetime gross profit. [How to get your board to approve the budget](/insights/business-case-ai-optimisation-board) puts the argument in the order a board wants to hear it, with monthly measures, a twelve-month review and stop conditions agreed up front.

Other guides cover what inaction is costing you, benchmarking against named competitors, why cheap packages rarely get a firm named, how content, press and the website reinforce each other, and how to compare providers like for like. Guides on tracking tools, marketing and PR agency costs, agency red flags and how long each growth channel takes to work are being added over the coming weeks. Our own prices are on [What it costs](/what-it-costs).

## Common questions

### How do we measure whether this is working?

Start with a baseline of 20 to 50 buyer questions. Ask each several times a month in a clean session in ChatGPT, Google, Copilot and Gemini, record who is named, and count a win only when it repeats. Add a required "How did you first hear about us?" question to every enquiry form and first call. Over a few months you should see mentions in answers and enquiries that cite an assistant move together.

### What should we budget?

Set the budget from what a new client is worth to you, not from a supplier's price list. Work out the gross profit from one new client over their lifetime, decide how many extra clients a year would justify the spend, and plan for twelve months, because answers change as models update and live search moves. Our guide to UK costs sets out published market prices, and our own prices are on our What it costs page.

### How do I put the case to a board that wants hard numbers?

Show the board what ChatGPT, Gemini and Copilot say today when buyers ask for a firm like yours, and tie it to a number they already watch. Work out the break-even from your own gross profit per client. Ask for a fixed budget with monthly measures, a twelve-month review and stop conditions agreed in advance. Evidence and a capped downside win approval.

### How do we know an enquiry came from an AI assistant?

Mostly by asking. Google Analytics 4 has had an AI Assistant channel since 13 May 2026, but it leaves out Claude and Perplexity, and clicks from AI Overviews count as organic search. Many buyers read an answer and then search for your name, which looks like a brand search. A required question on the form and on the first call, logged in your CRM, gives you a floor rather than a total.

### Why do cheap AI search packages rarely work?

Because the work that moves the answers, such as clear pages, earned coverage and consistent facts across the web, takes skilled time. A low monthly fee usually buys monitoring and a report, which is useful for tracking but rarely gets a firm named. Ask any provider which firms it has helped get named, for which questions, and how it measured that.

### Can a provider guarantee results?

Nobody can guarantee what an AI assistant will say. A provider can guarantee its effort, its reporting and outcomes it controls, such as meetings held. Be wary of anyone guaranteeing a place in ChatGPT's answers, and ask for a sample monthly report that repeats the same buyer questions.

## Guides in this pillar

- [Fractional CMO, agency or in-house: what does each cost in the UK?](https://fortitudemedia.ai/insights/fractional-cmo-vs-agency-vs-in-house-cost): A UK fractional CMO typically costs £750 to £1,400 a day, or £3,000 to £7,000 a month on retainer (Leadership Services, May 2026). Agency retainers run £1,250 to £3,500 a month for one channel and £3,500 to £16,750 for full service (Whito, 2026). A marketing manager earns £30,000 to £65,000 before employer costs, and a full-time marketing director costs about £110,000 to £175,000 a year all in. Most firms with £1m to £20m+ revenue do best with senior direction plus outside specialists. (published 2026-11-03, reviewed 2026-11-03)
  Markdown: https://fortitudemedia.ai/insights/md/fractional-cmo-vs-agency-vs-in-house-cost
- [How do I get my board to approve budget for AI search?](https://fortitudemedia.ai/insights/business-case-ai-optimisation-board): Show the board what ChatGPT, Gemini and Copilot say when buyers ask for a firm like yours, and tie it to a number they already watch. Work out the break-even from your own gross profit per client, not fees. Ask for a fixed budget with monthly measures, a twelve-month review and stop conditions agreed in advance. Present the work as an asset judged over two to three years, even though it is booked as an expense. Evidence and a capped downside win approval. (published 2026-04-22, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/business-case-ai-optimisation-board
- [Can we just do content, or do we need PR and a better website too?](https://fortitudemedia.ai/insights/compound-returns-content-pr-ai-together): Usually you need all three, because each makes the others work harder. Content gives PR something to say, coverage tells AI assistants that others vouch for you, and a clear website lets assistants read you and turns visitors into enquiries. Returns build over time: in our worked example, cumulative gross profit passes spend only in year three. If budget is tight, fix the website and core pages first, then add small, regular coverage within six months. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/compound-returns-content-pr-ai-together
- [How can we tell which of our new leads came from ChatGPT?](https://fortitudemedia.ai/insights/attribution-ai-era-track-leads): Mostly by asking. Add a required "How did you first hear about us?" question with an AI option to every form, ask on every first call and carry the answer into your CRM. Since May 2026 GA4 has an AI Assistant channel for ChatGPT, Gemini and Copilot, but Perplexity and Claude need a custom rule, and clicks from Google's AI Overviews count as Organic Search. Many buyers read an answer and then search for your name, so report a floor, not a total. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/attribution-ai-era-track-leads
- [How do we build a simple dashboard to track AI recommendations?](https://fortitudemedia.ai/insights/build-ai-visibility-dashboard): Use a shared spreadsheet with four tabs: an answers log, enquiries, a work log and a summary. Each month, ask the same 20 to 50 buyer questions in ChatGPT, Gemini, Copilot, Claude and Perplexity, several times each in a fresh chat, and count a win only when it repeats. Keep eight to twelve numbers on the main view, with enquiries and wins at the top and GA4 visits as supporting evidence. Give it one owner, and turn it into a one-page board report each month. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/build-ai-visibility-dashboard
- [How do we choose a firm to help us get recommended by ChatGPT?](https://fortitudemedia.ai/insights/how-to-compare-ai-optimisation-providers): Choose a provider that shows you what ChatGPT, Gemini, Copilot, Claude and Perplexity say about you before any work starts, and can name exactly what it will change on your website, in your content and in independent coverage. Ask who does the work and for a sample monthly report that repeats the same buyer questions. Nobody can guarantee what an assistant says, so accept guarantees of effort, reporting and ownership only, and avoid long lock-ins. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/how-to-compare-ai-optimisation-providers
- [How do we find out whether ChatGPT is recommending our firm?](https://fortitudemedia.ai/insights/track-ai-recommending-your-business): Ask the assistants your buyers use the questions they ask, and record whether you are named, how you are described and which sources are cited. Use a fixed list of 20 to 50 questions, a dedicated UK account with memory off, and ask each question several times a month, counting a win only when it repeats. GA4 and Search Console now show AI visits and AI Overview impressions, but not how often you are named. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/track-ai-recommending-your-business
- [How much does AI search optimisation (GEO) cost in the UK?](https://fortitudemedia.ai/insights/ai-search-optimisation-cost-uk): Published UK prices for AI search optimisation, which some agencies call GEO (generative engine optimisation) or AEO (answer engine optimisation), run from about £800 a month for entry retainers to £2,000 to £10,000 for programmes and £10,000 or more for enterprise work (MarGen, June 2026). Tracking tools start at about $29 a month, and audits from about £500. Quotes vary because scope varies. Set your own budget from a new client's lifetime gross profit and plan for twelve months. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/ai-search-optimisation-cost-uk
- [What is AI share of voice, and how do we compare with competitors?](https://fortitudemedia.ai/insights/benchmarking-ai-visibility-competitors): AI share of voice is your firm's mentions divided by all firm mentions in AI answers to a fixed set of buyer questions. Ask 20 to 50 real buyer questions in ChatGPT, Google's AI features, Copilot, Gemini, Perplexity and Claude, record every firm named, and compare your share with three to five rivals. Count only mentions that repeat. Then list the sites that cite competitors but not you, and start with the questions no firm owns yet. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/benchmarking-ai-visibility-competitors
- [What is it costing us not to be recommended by ChatGPT?](https://fortitudemedia.ai/insights/cost-of-inaction-losing-right-now): Estimate it from your own numbers: buyers in your market, the share who shortlist with an AI assistant, the gap in how often you are named, the share of named firms a buyer contacts, your win rate and client value. In our worked example the firm misses four clients and £60,000 of first-year fees a year, or £360,000 over three years as missed clients stack up. A cautious case still shows a recurring loss. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/cost-of-inaction-losing-right-now
- [Will a cheap AI search package get us recommended by ChatGPT?](https://fortitudemedia.ai/insights/cheap-ai-optimisation-doesnt-work): Usually not. UK providers advertise AI search work from a few hundred pounds a month, and entry retainers run from £800 to £2,000 (MarGen, June 2026). After a provider's costs, a £500 to £750 fee buys roughly five to seventeen hours of work, enough for monitoring and some content but rarely the expert time and earned coverage that get a firm named. Use low-cost options for tracking and narrow fixes. (published 2026-03-31, reviewed 2026-09-24)
  Markdown: https://fortitudemedia.ai/insights/md/cheap-ai-optimisation-doesnt-work