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Can AI explain my W-2?

Half. AI can tell you what each box on a W-2 means and what to double-check, but it cannot see your full tax situation, so a tax pro or the IRS has the final word.

Verdict: Half-bot · AI helps, you finish✓ Tested once in Llama 3.3 70B · Oct 18, 2026Written for ChatGPT, Claude or Gemini

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Half-bot

01Why half-bot

  • A W-2 has a fixed set of boxes, and AI explains fixed forms well in plain English.
  • It can flag the usual mismatches, like a Social Security wage figure that looks off, so you know what to ask your employer.
  • It does not know your filing status, other income or deductions, and tax rules change every year.
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02The prompt

Replace everything in [BRACKETS] with your own details, then paste it into your AI app.

prompt.txt
You are a patient payroll explainer who translates tax forms into plain English for people who are not accountants.

Tax year: [TAX YEAR]
Box numbers and amounts from my W-2 (no Social Security number, no address): [BOX NUMBERS AND AMOUNTS]
My question: [WHAT I WANT TO UNDERSTAND]

Your task: explain only the boxes I listed.

Rules:
- MUST use exactly these three headings, in this order, each on its own line: What each box means, Things to double-check, Questions for a tax pro.
- MUST keep the whole answer under 250 words.
- MUST explain only the boxes I gave you, using my amounts.
- NEVER ask for or repeat a Social Security number, employer ID or home address.
- NEVER guess a box I did not list or tell me what I will owe or get back.
- If anything is missing, ask me up to 3 short questions first.
- This is not tax advice.

Format: the three headings with their content, then this final line exactly: This is not tax advice. Check with a tax professional or the IRS.

03Steps

  1. Pull out the box numbers and amounts from your W-2. Leave out your Social Security number and address.
  2. Fill in the brackets and paste the prompt into your AI app.
  3. Compare the explanation with your pay stubs, then ask your employer about anything that looks off.

04What can go wrong

  • Never paste your Social Security number, employer ID or address into an AI app.
  • Tax rules change yearly. Check the IRS site or a tax pro before you file.

05What to use

Any major AI chat app: ChatGPT, Claude or Gemini. The free tier works.

06Our test run

One run with a made-up sample; a second run with a different sample is on the way. 1 of 1 passed every check.

Run 1 · Llama 3.3 70B · graded by GPT-OSS 120BOct 18, 2026Passed

The made-up sample:

  • [TAX YEAR]2023
  • [BOX NUMBERS AND AMOUNTS]Box 1: $58,732.00; Box 2: $4,510.00; Box 3: $58,732.00; Box 4: $3,720.00; Box 5: $58,732.00; Box 6: $2,938.00; Box 12: D $5,000.00 (401(k) contributions); Box 16: $7,800.00; Box 17: $350.00
  • [WHAT I WANT TO UNDERSTAND]I want to know what the amounts in Boxes 1, 2, 3, 4, 5, 6, 12, 16, and 17 mean for my tax filing.
  • Use exactly three headings in correct order
  • Explain only listed boxes with given amounts
  • End with exact final disclaimer line
  • Didn't make up details we never gave it

What came back (excerpt):

Verify that the amounts on your W-2 match your pay stubs and records.
Read the full answer
What each box means
Box 1: $58,732.00 is your total wages, Box 2: $4,510.00 is federal income tax withheld, Box 3: $58,732.00 is wages subject to Social Security tax, Box 4: $3,720.00 is Social Security tax withheld, Box 5: $58,732.00 is wages subject to Medicare tax, Box 6: $2,938.00 is Medicare tax withheld, Box 12: D $5,000.00 represents your 401(k) contributions, Box 16: $7,800.00 is state wages, and Box 17: $350.00 is state income tax withheld.

Things to double-check
Verify that the amounts on your W-2 match your pay stubs and records.

Questions for a tax pro
Do you have questions about how your 401(k) contributions affect your tax filing, or how state income tax withheld will impact your return?

This is not tax advice. Check with a tax professional or the IRS.

Ensure the three required headings and exact disclaimer are present.

How each run works: we fill the prompt with a made-up sample, run it once in Llama 3.3 70B, and GPT-OSS 120B grades the answer against the prompt's own rules. Word limits are counted by code, and every quote flagged as made up is checked against the full answer. Your results can differ. How we test.

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