How to brief an AI agency: a one-page template
Short answer
A good AI agency brief fits on one page and covers 10 things: the job, the volume, the hours it takes, the tools and logins, the data, what must stay human, the success measure, a budget range, the deadline and the owner. Put a yearly cost on the job first. Gartner expects over 40% of agentic AI projects to be cancelled by the end of 2027, citing costs, unclear value or weak risk controls. Yarigai quotes a fixed price after a one-week blueprint.
Yarigai is a done-for-you AI agency that builds these systems, so read this with that in mind. Every price and figure links to its source below. Read this page as Markdown.
At a glance
| Question | Answer |
|---|---|
| Length of a good brief | One page, 10 fields |
| The number to bring | Staff hours a week × hourly cost × 52 |
| UK median full-time hourly pay | £20.81, April 2026, excluding overtime (ONS) |
| UK budget anchors | From £1,500 for a simple automation to £6,500 for a controlled AI agent, plus £99 to £399 a month (Softomate, October 2026) |
| Median first workflow or single agent | £2,125 across 14 providers (Augustova UK AI Price Index, October 2026) |
| Delays caused by slow data from the client | 80% on Softomate's own chatbot projects, by its own estimate |
| What a good agency sends back | Scope, monthly running cost, fixed price, payback maths, test plan, access list and ownership terms |
| Agentic AI projects Gartner expects to be cancelled | Over 40% by the end of 2027 (June 2025) |
The 10 things to put in an AI project brief
A brief names one job, counts it and sets the limits. Each of the ten fields below answers a question the agency would otherwise ask on the first call or guess at in the quote.
- The job. Describe one workflow as it runs today, from what starts it to what "done" looks like. Write "sort the shared inbox and create a job for each enquiry", not "use AI in the office".
- Volume. Give items a week or a month, and the peaks. 140 emails a week with a Monday spike is a different build from 20.
- Hours. Say who does the work now and how many hours a week it takes, then multiply by the hourly cost and 52. If you don't know your hourly cost, the ONS median full-time rate for April 2026 is £20.81, which leaves out employer National Insurance and pension.
- Tools and logins. List every system the work touches, the plan you are on and who holds the admin login. Master of Code finds integrations and data preparation take 40% of a typical agent build, and Softomate says a legacy system with no API can add 2 to 3 weeks.
- Data. Say what personal data is involved, where it lives and whether any of it is special category data. The ICO requires a data protection impact assessment where processing is likely to be high risk, and the guide to UK GDPR and AI explains the tests.
- What must stay human. Name the actions a person must approve, such as payments, emails to customers, deletions, prices and decisions about people.
- Success measure. Pick one or two numbers with today's baseline, such as hours a week or the share of items handled correctly on a test set of your own past work.
- Budget range. Give a range, with the yearly cost from field 3 as the ceiling for a first-year payback. Published UK prices start at £1,500 for a simple automation and £6,500 for a controlled agent on Softomate's list.
- Deadline. Give a date and the reason for it, such as a busy season or a contract renewal. SpotDev, a UK agency, says a first rollout typically goes live in two to three weeks.
- Owner. Name one person with time for weekly demos and testing, and the authority to approve decisions during the build.
A one-page brief template
Copy this table into a document and fill in the last column. Leave nothing blank. "Don't know" is a useful answer, because it tells the agency what to find out.
| # | Field | What to write | Your answer |
|---|---|---|---|
| 1 | The job | The workflow from trigger to done, in five to ten steps | |
| 2 | Volume | Items a week or month, and the busiest day or month | |
| 3 | Hours and yearly cost | Who does it, hours a week, hourly cost, hours × cost × 52 | |
| 4 | Tools and logins | Each system, the plan, whether it has an API, who holds the admin login | |
| 5 | Data | Personal data involved, where it lives, any special category data, samples you can share | |
| 6 | Must stay human | Actions a person approves, and cases that go straight to a person | |
| 7 | Success measure | One or two numbers, today's baseline and the target | |
| 8 | Budget range | Year-one range for build and running costs, and the payback period you need | |
| 9 | Deadline | Go-live date and the reason for it | |
| 10 | Owner | Name, role, hours a week for the project, who signs off |
Attach three to five real examples of the work, such as past emails, invoices or call notes, with personal details removed if you haven't signed anything yet.
A worked example brief
This example uses stated assumptions for a 14-person heating and plumbing firm. Swap in your own numbers.
| # | Field | Example answer |
|---|---|---|
| 1 | The job | Read every email to the shared inbox, sort it into emergency, quote request, booking, supplier or other, create a draft job for each enquiry and draft a reply |
| 2 | Volume | About 140 emails a week, 60 of them job enquiries, busiest on Mondays |
| 3 | Hours and yearly cost | The office manager spends 10 hours a week; the target is 2 hours, saving 8 hours × £20.81 × 52 = £8,656.96 a year |
| 4 | Tools and logins | Outlook shared mailbox on Microsoft 365, the job management system, Xero; the director holds every admin login |
| 5 | Data | Customer names, addresses, phone numbers and job descriptions; no special category data; 200 past emails available as a test set |
| 6 | Must stay human | Any email mentioning a gas smell or no heating goes to a person at once; every reply to a customer and every price is approved by the office manager |
| 7 | Success measure | On the 200-email test set, 95% sorted correctly and every emergency flagged; inbox time under 3 hours a week after four weeks live |
| 8 | Budget range | Up to £8,600 in year one for build and running costs together, so the system pays back within twelve months |
| 9 | Deadline | Live by 31 January 2027, before the spring servicing season |
| 10 | Owner | The office manager, 2 hours a week for testing and weekly demos; the director signs off |
The budget line follows from the hours line. £8,656.96 a year of saved time sets the year-one ceiling at about £8,600. Softomate lists AI integration into an existing system from £4,000 plus £299 a month, which is £4,000 + 12 × £299 = £7,588 in year one before usage, so a build at that list price fits. The ONS rate leaves out employer costs, so the real saving is higher.
What a good agency sends back
A good agency replies with questions first, then a written plan that puts every cost and risk on paper. Look for these items before you sign.
- Questions about your volumes, edge cases and sample data before any price.
- A written scope that says what is in, what is out and what it assumes.
- The monthly running cost line by line, covering model usage, hosting and any care plan.
- A fixed price, or a fixed price for a first phase.
- The payback maths, using your hours and costs.
- A test plan with a pass mark, run on your own past work before go-live.
- An access list naming each account, its permissions and whether the agent gets its own service account.
- The AI provider and plan, whether it trains on your data, and data processing terms that cover the points the ICO lists for processor contracts.
- A timeline with demos of working software, not one reveal at the end.
- Ownership terms that put the code, the data and the accounts in your name.
The guide to choosing an AI agency has ten questions to ask alongside this list. The guide to AI agency guarantees explains what a fair guarantee covers.
How Yarigai turns a brief into a blueprint
Yarigai is a done-for-you AI agency in London that builds AI agents, inbox triage, invoice chasers, document reading and filing, CRMs and internal tools inside the client's own accounts and tools. A brief with the ten fields above gives the first conversation its numbers.
- A free 30-minute scope call on Google Meet. The client keeps the notes whether it hires Yarigai or not.
- A blueprint, which takes about a week and is credited to the build. It sets out a written plan, a clickable prototype, the monthly running cost, a fixed price and the payback maths.
- The build, which takes 2 to 6 weeks in the client's accounts, with a demo of working software every week. A single workflow can go live in about two weeks.
- Optional monthly care, which the client can cancel any month and keep everything.
The client owns the code, the data and the accounts from day one, and pays AI and hosting bills at cost. A person approves anything that sends money, emails a customer or deletes data. Yarigai's guarantee reads "If the build isn't profitable for you, we won't build it." If the blueprint maths doesn't come out ahead within the first year, Yarigai doesn't take the job. More on the guarantee.
Red flags in an agency's reply
- A price before anyone has asked about your process, volumes or data.
- An agent proposed for a job with fixed steps. Anthropic advises "finding the simplest solution possible", and a fixed workflow costs less.
- No monthly running cost, or a running cost with no token counts or usage assumptions behind it.
- A promised percentage saving with no test on your own data.
- A request for your personal admin or online banking login instead of a separate account for the system.
- A system that runs in the agency's accounts, with no way to export the workflows, prompts or data.
- No named step where a person approves payments, customer emails or deletions.
- A guarantee on results the agency doesn't control, such as revenue.
Common questions
What should an AI project brief include?
Ten things: the job, the volume, the staff hours it takes, the tools and logins, the data, what must stay human, a success measure, a budget range, a deadline and an owner. Attach three to five real examples of the work. A brief like this lets agencies quote against the same facts.
How long should a brief for an AI agency be?
One page. Each of the ten fields needs a line or two, and real examples of the work say more than extra pages. A longer document usually describes features instead of the job and its numbers.
Should I tell an AI agency my budget?
Yes, as a range tied to what the job costs today. If a task takes 8 hours a week at £20.81 an hour, it costs £8,656.96 a year, and that sets the ceiling for a first-year payback. Without a range, agencies quote blind and the quotes are hard to compare.
Do I need to know which AI model or tool I want?
No. State the job, the data and any limits, such as where data must be stored, and ask the agency to name the model, the plan and its monthly cost. The agency should explain why a cheaper model or a fixed workflow won't do.
What data should I share with an AI agency before signing?
Share volumes, a description of each system and samples with personal details removed. Share live personal data only once data processing terms are in place, because the ICO lists what a contract with a processor must cover.
How do I compare quotes from different AI agencies?
Send every agency the same brief, then compare year-one and year-two totals including running costs and care. Check that each quote includes a test on your own data and puts ownership in your name. Augustova's UK AI Price Index puts the median first workflow or single agent at £2,125 across 14 providers.
Sources
Checked on or before 7 November 2026. Prices change, so check the live page before you decide.
- Gartner Predicts Over 40% of Agentic AI Projects Will Be Canceled by End of 2027, Gartner, published 25 June 2025.
- Employee earnings in the UK: 2026, Office for National Statistics, released 22 October 2026, checked 7 November 2026.
- AI Automation Pricing for UK Businesses: What Every Service Costs and What ROI to Expect in 2026, Softomate Solutions, updated 1 October 2026, checked 7 November 2026.
- UK AI Price Index: What AI Work Costs in 2026, Augustova, updated 22 October 2026, 225 prices from 71 providers, checked 7 November 2026.
- How Long Does It Take to Build a Custom AI Chatbot? A Real 4-8 Week UK Timeline with Milestones, Softomate Solutions, updated 1 October 2026, checked 7 November 2026.
- How Much Do AI Agents Cost in the UK? A Transparent Breakdown, SpotDev, published 27 May 2026, checked 7 November 2026.
- How Much Does AI Agent Development Cost? A 2026 Breakdown, Master of Code, updated 2 November 2026, checked 7 November 2026.
- When do we need to do a DPIA?, Information Commissioner's Office, checked 7 November 2026.
- What needs to be included in the contract?, Information Commissioner's Office, checked 7 November 2026.
- Building effective agents, Anthropic, published 19 December 2024, checked 7 November 2026.
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Read moreBring your brief to a free scope call
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