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The Swap Ledger: A Year-On-Year Check of Which AI Tool Does Each Job

By Nigel Guy · 7 min read

Every autumn the "best AI tools of the year" lists arrive, and most people either ignore them or swap their whole setup over a weekend because one launch video looked impressive. Both feel decisive. Neither answers the narrower question: for this one job I do every week, is last year's tool still right, and what would moving cost me?

The rule: review your tools one job at a time, against what you used a year ago, and only swap a job when you can name the specific thing that changed and you have tested it on your own work.

The mechanism is the Swap Ledger: one row per job, a before column, an after column, and a verdict you have to justify in a sentence.

Why this is not a league table

Posts listing which tool "replaced" which this year are claims about other people's habits, and we found no primary source that measures them, so we have not reproduced one. Even where a tool clearly improved, "better" depends on your files, budget and privacy constraints. The check below keeps working after this year's lists go stale.

The Swap Ledger

One row per job you actually do, not per tool you pay for.

Job Before (Oct 2025) After (Oct 2026) What specifically changed Switch cost Verdict
Drafting and editing
Research and summarising sources
Coding or spreadsheet formulas
Images and design
Meetings and transcription
Working with documents and data
Automating repeat tasks

How to fill it in

  1. Write the job as a verb with an object. "Summarise client contracts" beats "research". The narrower the job, the more honest the comparison.
  2. Before column: what you actually used a year ago. Check your bank statement and chat history, not memory. "Nothing" is a valid entry.
  3. After column: what you use now, plus any contender — only with a concrete reason you can point to in release notes or a help page.
  4. What specifically changed: one sentence, with a source. "The new version reads files over 100 pages" is a reason. "It's smarter now" is not. If you cannot link to the official page describing the change, mark the cell "unverified" and treat the row as a hunch.
  5. Switch cost: what you would lose or rebuild. Chat history, memory, custom instructions, project files, integrations, any annual plan already paid.
  6. Verdict: pick one of four.
Verdict Means When to use it
Keep Current tool stays for this job No named change, or the test was a draw
Swap Move this job to the contender Contender won your test and switch cost is acceptable
Split Use both, each for a named sub-task Each wins on a different part of the job
Drop Stop using any tool for this job The job got faster without AI, or the output needed so much fixing it saved nothing

A check that never returns Drop is a shopping list, not a review.

Test before you write "Swap"

Run two or three real examples from the last month through both tools with identical instructions and files. Decide the pass mark before reading either output — "every figure matches the source", say, or "fewer than five edits". Score without labels if you can.

Using an AI to suggest contenders

A chatbot can generate a shortlist, with one catch: it answers from training data with a cut-off date, so it may miss recent releases and price changes. Treat its answer as things to check, never as the verdict.

Fill in your jobs, current tools, frustrations and monthly budget in pounds:

You are helping me review which AI tools I use for which jobs. You are a sceptical adviser, not a cheerleader for any product, including the company that made you.

My jobs, each with the tool I use now and what frustrates me about it:
[JOB_1] — [CURRENT_TOOL_1] — [FRUSTRATION_1]
[JOB_2] — [CURRENT_TOOL_2] — [FRUSTRATION_2]
[ADD_MORE_ROWS]

My monthly budget for AI tools: [BUDGET_IN_GBP]
Constraints (for example client confidentiality, must work on mobile, UK data handling): [CONSTRAINTS]

What I want back:
1. For each job, say whether my current tool is still a sensible choice. Do not simply agree with me; if another tool may now fit the job better, name it and give the specific capability that would make the difference.
2. If you think I should keep what I have, say so plainly. "Keep" is a valid answer.
3. For every contender, state what I should verify on the vendor's own pricing or help pages before believing you, because your knowledge has a cut-off date and products change.
4. Never quote a price or plan limit as fact. If you mention one, label it "check current price".

Output: a table with columns Job | Current tool | Keep or test a contender | Contender (if any) | The specific reason | What to verify. Then, below the table, the single job where testing a switch is most worth my time, and why.

If any job, tool or constraint above is missing or unclear, ask me about it before you answer instead of guessing.

Before you reply, check: have you recommended a switch for any job without naming a concrete capability? Have you stated any price as certain? Fix those first.

Then design the test for the one job it flags. Fill in the job, both tools and two real examples:

You are helping me run a fair side-by-side test of two AI tools on one job.

Job: [JOB]
Tool A (current): [TOOL_A]
Tool B (contender): [TOOL_B]
Two real examples of this job I can use as test material: [EXAMPLE_1], [EXAMPLE_2]

Steps:
1. Write one set of instructions I can give both tools word for word.
2. Propose three checkable pass criteria (accuracy against source, edits needed, time to usable result) and ask me to confirm them.
3. Give me a blank scoring grid: both tools, both examples.

Do not predict a winner. Flag anything in my examples that looks confidential and suggest how to anonymise it.

Before you reply, check that the instructions in step 1 favour neither tool.

Worked example (hypothetical)

Priya runs a two-person bookkeeping practice in Leeds. This scenario is invented to show the mechanism; it is not a recommendation for any product.

Job Before After What changed Switch cost Verdict
Draft client emails Chatbot A Chatbot A Nothing she can name — Keep
Summarise HMRC guidance Chatbot A Contender B B's help pages describe citing its sources; she tested two guidance pages and B linked every claim Saved custom instructions to recreate Swap
Spreadsheet formulas Nothing Chatbot A — — Keep (new row)
Meeting notes Transcription app Nothing Clients asked not to be recorded Annual plan ends in March Drop at renewal

One swap, one drop, and she can say exactly why.

Before you move a job: take your context with you

If a row says Swap, export first.

What to skip

Guardrails

Sources

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