Every AI use case, mapped to the business.

32 use cases owners are being sold this year, sorted by where they act in a business of 5 to 100 people. Only 3 are proven in production.

Status
Pick a room to see its use cases
How we rate

Four statuses, one rule: rate the evidence, not the pitch.

Each entry gets a status for how proven it is in businesses of 5 to 100 people, and a separate rating for how strong the evidence behind that status is.

Evidence strength

StrongSeveral independent studies or large independent surveys.
ModerateAt least one independent study or credible survey, plus consistent case evidence.
ThinA handful of independent data points.
Vendor claimsOnly what sellers publish about their own products.

How an entry is made

Each entry is drafted from public sources: academic studies, regulators, independent surveys and reputable reporting. Every figure carries a numbered citation you can open. Anything a vendor says about its own product is labelled as a vendor claim.

Review and updates

Every source in this edition was opened and checked against the text in October 2026. Each entry is then signed off by a named operator and re-checked when the evidence moves. Until that sign-off, the entry is marked as a draft at the top of the page.

The full guide

All use cases at a glance

Field GuideLeadership & reportingAI board report drafting

AI board report drafting

Also called AI board pack drafting, Board paper summarisation, AI investor update drafting

EvidenceThin
ClassGenerative

Can AI write your board report? Experiments show faster drafting, but no study shows better board decisions. What it needs and where it goes wrong.

ReviewDraft, awaiting operator review
Drafted27 October 2026
Fact-checkedEvery source opened, October 2026
Key takeaway

AI speeds up writing, but we found no study showing it improves board reports or decisions. In an MIT randomised experiment published in Science, professionals using ChatGPT cut time on writing tasks such as short reports by 40% and raised rated quality by 18%⁠. Knowledge workers given AI on consulting tasks did 12.2% more tasks, but were 19 percentage points less likely to get a correct answer on a task outside AI's strengths⁠. A board report's value lies in its numbers and judgement, and drafting speed does not improve either.

At a glance

StatusCosmetic
What it doesDrafts or summarises board and investor reports from management accounts, notes and previous reports
Typical costUS$21 per user per month, billed annually, for an office-suite AI add-on, cut to US$18 for the first year under a promotion running to 31 December 2026 (vendor list price, checked Oct 2026)⁠
Data it needsFinal management accounts, prior board reports and minutes, and a short list of the period's events and decisions
Setup effortLow: a business AI account and a template; the work is gathering final inputs and editing
EvidenceThin. Lab and field experiments on general writing tasks; no study of board reports or board decisions

What is AI board report drafting?

Board report drafting uses a general AI assistant, or an AI feature inside office or board-portal software, to turn management accounts, notes and earlier reports into a written board or investor update. Typical outputs are a chief executive's report, a finance commentary, a risk summary, or short summaries of a long board pack for directors.

In an owner-led business the board may be just the owners, sometimes with an outside director or investor. The report matters because directors rely on it to oversee the company. In the UK, a director must exercise reasonable care, skill and diligence⁠, and that duty does not move to a drafting tool.

This entry covers drafting and summarising. Producing the underlying numbers is covered under the automated weekly management pack.

How does it work?

You give the assistant the source material: the period's management accounts, last quarter's report, notes on key events, and a template or example of the structure you want. The model writes a draft in that shape, often with sections on performance, cash, people, risks and decisions needed. For long board packs it can also summarise each paper into a few lines.

The model works only from what it is given plus its general training. It does not know which numbers are final, what the chair cares about, or what was promised at the last meeting unless that is in the material. It writes with the same confidence whether the input is right or wrong.

Longer inputs carry more risk. Models use information at the start and end of long documents better than information in the middle⁠, which is where the awkward detail in a board pack often sits.

What it needs to work

Drafting helps only when the numbers and decisions feeding it are settled. It needs final management accounts, a fixed report structure, and someone who knows the business to edit and check the result.

  1. Final, reviewed management accounts for the period (profit and loss, balance sheet, cash flow and aged debtors), not a draft that is still changing
  2. The previous two or three board reports and minutes, so the draft follows up on actions and earlier promises
  3. A fixed template: sections, length limits, and the five to ten KPIs the board tracks, with targets
  4. A short note of the period's events and the decisions needed, written by the chief executive or finance lead
  5. A business AI account whose terms keep your inputs out of model training, with access limited to directors and the finance lead
  6. A named editor who checks every number in the draft against the source accounts before it is circulated

Most use cases in this guide succeed or fail here, on the data underneath them, before any AI is involved.

What does the evidence show?

The independent evidence is about writing in general, not board reports. In an MIT randomised experiment published in Science, with 453 professionals, ChatGPT cut average time on tasks such as short reports and analysis plans by 40% and raised rated quality by 18%⁠. A field experiment with 758 knowledge workers on realistic consulting tasks found AI users completed 12.2% more tasks and worked 25.1% faster on tasks within AI's strengths⁠. On a task outside them, they were 19 percentage points less likely to reach a correct solution⁠.

Summarising accurately is the weak point. Human reviewers of AI book summaries found omissions and unfaithful claims, and AI checkers did not reliably catch the unfaithful claims⁠. One vendor's leaderboard, updated May 2026, shows hallucination rates of about 3% to 15% for well-known models when summarising short documents, and higher for some reasoning models⁠.

Time saved does not automatically reach the bottom line: a Danish study linking chatbot use to official labour market records ruled out effects on earnings or hours above 2% two years after ChatGPT's launch⁠. We found no study of AI-drafted board reports.

AI-drafted vs written-from-scratch board report

Compared onAI-drafted, human-editedWritten from scratch
Time to first draftMinutes once inputs are gathered⁠Hours
Error profileFluent errors: altered or omitted facts that read well⁠Gaps and typos that are usually visible
Judgement and emphasisEven-handed by default; misses what the chair cares aboutReflects the writer's view of what matters
Cost modelPer-user AI subscriptionSenior staff time
Best forRoutine monthly updates with a stable structureBad news, major decisions or sensitive matters

Status and evidence

StatusCosmetic
Evidence strengthThin

Cosmetic: the independent evidence shows faster, more polished writing⁠, which changes how quickly the report is produced rather than the revenue, cost or cash the board oversees. Evidence is thin: no study examines AI-drafted board reports, and a large Danish study rules out effects of chatbot use on earnings or hours above 2% two years after ChatGPT's launch⁠.

Where does it go wrong?

  • Altered figures. A summary that rounds, reorders or misattributes a number reads as smoothly as a correct one⁠.
  • The awkward item left out. The covenant breach or lost client buried in the middle of a long pack is exactly what a summary tends to drop⁠.
  • Bland prose. Drafts default to balanced, generic language that says little, and directors learn to skim them.
  • Decisions not surfaced. A good board report asks for decisions. A model summarising the period rarely knows what needs deciding.
  • Confidential papers in the wrong place. Pasting salary reviews, disputes or deal terms into a personal AI account can breach confidentiality terms and data protection law⁠.
  • Accountability drift. If directors approve a narrative nobody really wrote, nobody owns it. The duty of care stays with the directors⁠.

Numbers it should move

Gross marginSales minus the cost of the goods sold, as a share of sales.
13-week cash viewWhat the bank balance is likely to do over the next quarter.
Customer concentrationHow much of your sales comes from your biggest customers.

Ask the demo business

Northgate Supply is a fictional wholesale distributor of catering and packaging supplies: 28 staff, R46.6m in sales over the last year. Its data is generated for this demo, to 30 September 2026.

Fictional data
What is our gross margin by month, and which category is slipping?
22.9%in September 2026

Gross margin was 22.9% in September, against 24.4% last October. Packaging slipped most, from 26.1% to 22.9%, after a supplier raised prices and our sell prices stayed where they were.

OctNovDecJanFebMarAprMayJunJulAugSep22.9%
How this was worked out

(Sales minus cost of goods sold) divided by sales, per month. Cost uses the supplier price on the day each line was sold.

Answered in 15 msScanned 15 959 rowsFrom invoice lines
Want this on your own numbers, in the AI tools you already use?Book a demo

Where the data usually lives

XeroSage Pastel / EvolutionMicrosoft 365Google WorkspaceExcel and Google SheetsEmail inboxes

Where the records this use case needs are usually kept in a small business. It is not a list of recommended tools.

Frequently asked questions

Can I use AI to write my board report?

Yes, as a drafting aid. Experiments show AI cuts writing time sharply, from 27 to 17 minutes on professional writing tasks such as short reports in one study⁠. But the draft is only as good as the accounts and notes you give it, and fluent summaries can leave out or alter facts⁠. Have someone who knows the numbers check every figure, and write the decisions section yourself.

How much does AI for writing board reports cost?

Usually the price of a business AI subscription you may already have. One office-suite AI add-on lists at US$21 per user per month, billed annually, cut to US$18 for the first year under a promotion running to 31 December 2026 (checked Oct 2026)⁠. AI features in specialist board-portal software are typically quote-based. The real cost is the time to gather final numbers and edit the draft properly.

Do I need IT support to use AI for board papers?

No developer is needed to draft a report from documents you upload. You do need someone to set up a business account sensibly: who can use it, which files it can see, and whether inputs are excluded from model training. If the tool connects to shared drives, limit it to the board folder rather than the whole company drive, so it cannot pull in unrelated confidential files.

Are directors still responsible if AI wrote the board report?

Yes. In the UK, a director must exercise reasonable care, skill and diligence, judged against what is expected of someone in that role and the director's own knowledge and experience⁠. Other countries, including South Africa, set their own director duties. Using AI to draft does not change who is accountable for what the report says or for what the board decides on the strength of it.

Can I upload confidential board papers to an AI tool under POPIA or UK GDPR?

Board papers often contain personal information: salaries, disciplinary matters, named customers. POPIA sets minimum requirements for processing it, regulates sending it outside South Africa⁠, and is enforced by the Information Regulator⁠. The ICO's AI guidance covers lawful basis, security and data minimisation under UK GDPR⁠. Remove names where you can and check where your provider processes data. This is not legal advice.

More in leadership & reporting

Sources

  1. 1
  2. 2
  3. 3
  4. 4
    Lost in the Middle: How Language Models Use Long Contexts
    Transactions of the Association for Computational Linguistics (via arXiv), 2023Study
  5. 5
    Hallucination Leaderboard
    Vectara, 2026Vendor
  6. 6
  7. 7
    Still Waters, Rapid Currents: Early Labor Market Transformation under Generative AI
    National Bureau of Economic Research (Working Paper 33777), 2025Study
  8. 8
  9. 9
    Protection of Personal Information Act 4 of 2013
    South African Government, 2013Government
  10. 10
    Guidance on AI and data protection
    Information Commissioner's Office (ICO), 2023Government
  11. 11
    Information Regulator South Africa (home page)
    Information Regulator (South Africa), 2026Government

This entry is educational. It is not legal, financial or professional advice, and it does not recommend any vendor. Figures attributed to vendors are their own claims.

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