Start Free Trial
← All posts
Stenographer or engine

CART vs AI captioning: when each wins

One puts a trained human behind every caption. The other is always on, in a hundred languages, for a flat monthly cost. The honest answer about when each is the right call.

2 approaches 7 min read Published August 2026

CART — Communication Access Realtime Translation — is what live captioning looked like before machines could do it, and in some rooms it is still what the best captioning looks like: a trained stenographer, writing at the speed of speech, with a human brain deciding what was actually said. AI captioning is the challenger that changed the economics. Neither wins everywhere — CART and AI captioning have different strengths, and the deciding factors are stakes, language, availability, and the preference of the person the captions are for. Here is the honest map.

What CART actually is

A CART provider is a trained professional — typically from the court-reporting tradition — writing live captions on a stenotype machine or specialist software while people speak. The output appears on a screen for the person who needs it, in real time, with a human continuously judging context, speaker intent, and terminology.

  • It is professional labor, billed per hour like interpreting, usually with minimums; rates vary by region and specialty, so get current quotes.
  • It is scheduled, not spontaneous — providers are booked ahead, and last-minute coverage is hard to source.
  • It is primarily an English-language service in most markets; coverage in other languages exists but is thin.
  • It is the accessibility gold standard — for deaf and hard-of-hearing people in high-stakes settings, a skilled CART writer's output is the benchmark everything else is measured against.

That last point matters. When a university, employer, or court arranges CART as an accommodation, they are buying human judgment applied to every sentence — and for the person relying on it, that reliability is not an abstraction.

What AI captioning changes

AI captioning replaces the stenographer with a speech-recognition engine. Three structural things change immediately:

Availability becomes total

No booking, no lead time, no coverage gaps. The unscheduled meeting, the hallway conversation that moves to a room, the 11 p.m. call — all capturable the moment they happen. This is the single biggest practical difference, and no amount of scheduling discipline closes it.

Cost becomes flat

Instead of per-hour professional rates, AI captioning is a subscription — Unicaption runs $9 to $149 per month depending on tier. Captioning everything stops being a budget decision made meeting by meeting.

Language stops being a constraint

CART is largely an English service. An AI engine covers 60+ languages with automatic detection — and adds something CART never offered: live translation side by side with the original, which turns captioning into a multilingual tool rather than a monolingual accommodation.

Accuracy is the honest caveat. A modern streaming engine is strong on clear audio and ordinary speech, and it never tires. But it has no judgment: it cannot ask a speaker to repeat, flag that a term must be wrong, or push through truly broken audio the way a human writer can. What accuracy numbers do and don't tell you is a topic of its own — see Word Error Rate explained.

Where CART wins

Mandated accommodations where the person prefers CART. In legally required accommodation settings, the preference of the deaf or hard-of-hearing person carries real weight — if they ask for CART, provide CART. Substituting AI over their objection is both poor practice and legally risky.
Extreme audio. Overlapping shouting, heavy distortion, a bad room with no way to fix it — a human writer degrades gracefully where an engine degrades badly.
Dense technical testimony. Depositions and expert testimony full of unfamiliar proper nouns reward a human who can clarify on the spot; an engine guesses.
Settings that demand a certified human in the loop — some courts and formal proceedings simply require one, full stop.

The framing for accommodations deserves care: the goal is effective communication for a specific person, and that person's stated preference is the strongest signal you have. Our guides to workplace accommodations for deaf and hard-of-hearing employees and ADA live captioning requirements cover the practical side — orientation, not legal advice.

Where AI wins

Everywhere the deciding factor is availability, spontaneity, language, or scale. The meeting called twenty minutes ago. The organisation that wants every meeting captioned, not just the ones with a formal accommodation on file. The bilingual workplace where the need is translation as much as transcription. The student who wants captions in every lecture, including the ones no one scheduled coverage for.

There is also a class of need CART was never designed for: the multilingual one. When a team spans three languages, side-by-side live translation is the actual requirement — that is an AI-native capability, and it is why AI captioning shows up in multilingual team meetings that never involved an accessibility accommodation at all.

The quiet truth about coverage: the fair comparison is rarely "CART vs AI for this meeting." It is "CART for the three meetings a year that justify it, and either AI or nothing for the other thousand." Against nothing, AI captioning wins every time.

The decision in one table

SituationBetter fitWhy
Formal accommodation, person prefers CARTCARTPreference governs; gold-standard reliability
Court or proceeding requiring certified providerCARTThe requirement is the answer
Unscheduled or same-day meetingsAINo booking lead time exists
Captioning everything by defaultAIFlat cost makes universal coverage feasible
Multilingual meeting or translation needAI60+ languages, live side-by-side translation
Terrible audio, one critical sessionCARTHuman judgment degrades gracefully
Both kinds of need across one organisationBothCART where mandated or preferred; AI everywhere else

Frequently asked

What does CART captioning cost?

CART is billed like professional labor: per hour, usually with minimums, scheduled in advance, and rates vary by region, subject matter, and whether the writer works on-site or remotely — get current quotes from providers or agencies. AI captioning inverts the structure: Unicaption is a flat $9–$149 per month depending on tier, with no per-session cost, which is what makes captioning every meeting economically possible.

Is AI captioning as accurate as CART?

On clear audio with ordinary speech, modern AI is strong — Unicaption publishes state-of-the-art streaming accuracy — and it never fatigues. A skilled CART writer still wins where judgment matters: chaotic audio, dense unfamiliar terminology, and the ability to flag or clarify in the moment. The practical answer: test AI on your real audio (Unicaption's free tier gives you 30 minutes every week), and book CART for the sessions where a human's judgment is the requirement.

Can AI captioning replace CART for ADA accommodations?

Sometimes, and only with the person's agreement. The accommodation standard is effective communication for that individual, and their stated preference matters — if someone requests CART, provide it. Many people are well served by high-quality AI captions, and many organisations use AI to extend coverage far beyond what CART budgets allowed. Treat this as practical orientation, not legal advice, and decide with the person, not for them.

Does CART work for languages other than English?

Mostly no — CART is overwhelmingly an English-language service, with thin coverage elsewhere and nothing like translation. This is where AI captioning is categorically different: Unicaption transcribes in 60+ languages with automatic detection and shows a live translation side by side with the original, which covers multilingual meetings CART was never built for.

Caption everything, not just the scheduled things

The always-on layer beside your CART bookings: state-of-the-art streaming accuracy, 60+ languages, live translation. 30 free minutes every week.

Start Free Trial →