AI for Journalists in 2026: Transcripts, FOIA Piles and Protecting Sources

AI can transcribe a journalist's interviews, search a FOIA dump, summarize a long public meeting and suggest a headline. It can't confirm a quote, vouch for a source or protect one, and uploading a recording to a cloud service gives a third party material you may have promised to shield. So sort by risk first.

Ask what the tape could do to someone

The safest AI tool for a recording depends on who gets hurt if it leaks. The Freedom of the Press Foundation (FPF), which keeps a running review of the transcription services journalists favor, draws the line roughly where this table does:

Decide this per recording, not per beat. A courts reporter can have a public hearing and a frightened clerk on the same afternoon.

What a cloud upload means for a confidential source

A cloud transcription company can generally reach your audio, and the promise you made to a source doesn't bind it. FPF's review, updated in October 2026, found that Descript, Otter, Rev and Trint can all technically access uploaded audio and transcripts, though their access policies differ.

Legal protection for records held by a third party is patchy in the US. The Reporters Committee's compendium on third-party subpoenas shows the split:

• Stronger: the Second Circuit has extended a reporter's protection to phone records held by a provider. Shield laws in Connecticut, Maine, Vermont and Montana reach some third-party holders.
• Weaker: the D.C. Circuit held in 1978 that, at least in criminal investigations, journalists have no First Amendment interest in such records and no right to notice.
• Unanswered: many states have no statute or case on the question.

Those decisions concern phone and billing records, and only your lawyer can say how they'd apply to a transcription vendor or a chatbot log. At the federal level, the Committee to Protect Journalists notes there's no shield law for unpublished material.

On-device tools narrow the exposure without ending it. When the FBI searched a Washington Post reporter's home on January 14, 2026, agents took her devices, including her work laptop, even though she wasn't the target. Keeping audio off a vendor's servers does nothing about that, so settle encryption and retention with counsel before any demand arrives.

Transcribing interviews, and where quotes go wrong

Where the audio ends up should decide your transcription tool, ahead of price or accuracy.

Our Otter comparison and roundup of free transcription software go deeper on limits.

Machine transcripts can add words nobody said

Speech-to-text doesn't only mishear; it can invent. A Cornell-led study of more than 13,000 recordings found that about 1% of transcriptions from the 2023 version of the Whisper speech model contained whole made-up phrases, more often around long pauses. The lead author says the rate has since fallen, but tape of a nervous source full of silences is exactly where you'd want to look twice.

Summaries and extraction tools carry a worse risk, because a paraphrase can look like a quote. Ars Technica retracted a February 2026 story over fabricated quotations generated by an AI tool.

So set one rule: nothing goes inside quotation marks until you've heard it. Transcripts and summaries tell you where to listen. FPF gives the same advice, and for the most delicate passages, typing them yourself is sometimes the safest choice.

Recording consent comes before any of this

Federal law requires one party's consent to record, but states can demand more, and the Reporters Committee's recording guide is the place to check yours. It names about 11 states that primarily require everyone's consent: California, Delaware, Florida, Illinois, Maryland, Massachusetts, Michigan (at least for third-party recording), Montana, New Hampshire, Pennsylvania and Washington.

Some rules depend on the setting. Connecticut and Nevada want all parties on phone calls, while Missouri and Oregon want all parties in person. On a call across state lines, assume the stricter law applies, since courts disagree on which governs.

Desktop recorders that send no visible bot into the call make this easier to forget, because nothing announces itself. Say it out loud, and get the yes on tape. The guide isn't legal advice, and it points reporters to the Committee's hotline.

FOIA piles and document dumps

AI is at its most useful on a large records release, as a way to find where to read. Google's Pinpoint searches a private collection of scanned documents, handwriting, email and audio.

Pinpoint says privately uploaded documents don't train its large language models, but human reviewers may read a sample of prompts and responses from its AI features, and Google tells you to keep personal identifiers out of them.

Evidence on summaries comes from meetings rather than records dumps, and it's mixed. Hilke Schellmann's test for Columbia Journalism Review, run on three local government meetings, found short summaries of about 200 words beat human ones on fact count with almost no invented material, while 500-word versions kept only about half the facts. Treat a short summary as a lead sheet.

ProPublica's write-up of its own method is the model to copy. On one project reporters told the model not to guess when unsure, and on another, two reporters checked each result against state licensing records. They still called everyone named, and staff confirmed every detail before publication. Add one habit of your own: when AI says a document isn't in the pile, search for it yourself.

AI won't shorten the wait for records. Federal agencies get 20 days, not counting weekends and holidays, to decide on a request, plus up to ten working days in unusual circumstances, so diary those dates.

Your newsroom's AI policy outranks this page

The Associated Press rewrote its AI standards in 2026. Under the version published July 24, AP journalists may use AI for early research, condensing documents, transcription, translation, suggested headlines and shot lists, and polishing grammar. Staff must check and revise all output, AP will disclose when generative AI plays a significant role in published work, and generating or altering news photos stays banned.

If your shop has no policy, Poynter's AI ethics starter kit, updated in June 2025, gives you a draft to adapt and a short public-facing version. Freelancers should ask each editor directly, since what one outlet allows, another may forbid.

Merlin for on-the-record work, and why not for the rest

We build Merlin, Mac software that works from your inbox, calendar and calls. It isn't a newsroom system or a place for document review, and its limits matter more on this job than most, so they come first.

Keep confidential sources out of it. On paid plans, recorded audio leaves your Mac to be transcribed, and the text and any notes stay with your Merlin account. Requests you make in Merlin also go to AI providers. Our privacy page states SOC 2 compliance, but it doesn't describe how Merlin responds to a subpoena or set out those providers' training terms. By FPF's test, that's a remote service, and it shouldn't hold tape that could endanger someone.

The inbox is the less obvious problem. Setup requires a Gmail account and its Google calendar. From those, Merlin keeps a record of who you talk to on your account: who's waiting on you, a timeline, related people. You can't remove someone from that list yet. A source who emails that address can end up in it, so connect only an account with no confidential contacts, and take tips somewhere else.

Merlin records from your Mac without announcing itself, so consent is on you. It won't place phone calls or send texts.

For on-the-record work, it can help in three ways:

• Checking a quote against tape. You'll pay for speaker-labeled text ($29 a month and up). Click any line and the audio jumps there, and you can search across transcripts.
• Prep before an interview. Prep me on an upcoming event requests a sourced rundown of who's attending, earlier meeting notes and your email history with them.
• People you've dropped. Merlin's People list flags anyone left 2 to 30 days without your reply, plus regular contacts silent for two months. It only reads email, so a source you call or text can still show as quiet.

A careful order to try this in

1. Read your outlet's policy, or ask your editor if there isn't one.
2. Install an on-device transcriber before you need it. FPF notes these tools can cost you some quality and convenience, so learn that on a slow day.
3. Test on a public meeting. Run the recording through it, then compare ten quotes against the audio and count the errors.
4. Test a document tool on a pile you've already read. Ask questions whose answers you know, and see what it misses.
5. Call a lawyer about the rest. Ask your newsroom's counsel or the Reporters Committee hotline about retention and your state's shield law.