Crypto-native NLP - Sub-60ms inference - 89% validated accuracy

Crypto sentiment data for your prediction model without building the pipeline

Bb-sentiment-1 is trained on crypto-native language — ETF approvals, liquidations, halvings — and benchmarked at 89% weighted F1. Generic sentiment tools don't come close.

100 free api calls on sign up. No credit card required. No SDK. Works in minutes

POST/v1/sentiment47ms

Request

"text": "Bitcoin ETF approval sparks record institutional inflows"

Response

{
"sentiment": "positive",
"score": 0.87,
"confidence": "high",
"cached": false
}

Free trial

Try the full product before you pay

We want you to wire real code — not click through a slideshow. Your trial includes production-grade access so you can validate latency, accuracy, and fit with your stack.

100 free API calls

Enough real requests to prove value in your stack — not a toy demo.

No credit card

Sign up with email. Upgrade only when you are ready to scale.

Full API access

Same endpoints and limits as paid usage — test production paths honestly.

Benefits

Why teams plug in BitBabble

Replace weeks of model work with an API call — and keep your roadmap focused on alpha, execution, and distribution.

Built for prediction workflows

Scores and confidence you can join to bars, order books, or factor models — not vague “positive/negative” labels.

Fast enough for live systems

Sub-60ms inference so sentiment can sit on your critical path, not in an overnight batch.

Crypto-native, not generic NLP

Tuned for headlines, filings, and crypto news — the kind of text that actually moves markets.

Simple credit pricing

Pay per request when you outgrow the trial. No surprise subscriptions or seat math.

Use cases

Where sentiment actually matters

If your product reacts to crypto news, filings, or wire headlines, you can use BitBabble as a structured input — not a side project.

Algorithmic trading

Add a sentiment feature to signals, filters, and risk checks before you route size.

Research & quant desks

Pipe structured sentiment from news into factor libraries and backtests without maintaining your own model.

Trading bots & automation

Let bots react to tone in headlines and wire stories, not just keywords.

Dashboards & monitoring

Show clients or internal teams live sentiment next to price, funding, and flows.

Questions

Quick answers

Straight talk for campaign traffic — so you know what you are signing up for.

What exactly does BitBabble do?

It is an API that accepts crypto news text (headlines, articles, snippets) and returns structured sentiment — score, label, and confidence — so your models and systems can consume it as a numeric signal.

Is the free trial limited?

You get 100 free API calls on signup with full API access. Cached responses cost fewer credits, so you can explore efficiently. No credit card is required to start.

Who is this for?

Teams and individuals who already work with market data and want a plug-in sentiment layer for crypto-native text — from solo builders to institutional platforms.

Most integrations ship in under an hour

Ready when you are

Put sentiment on your critical path today

Create your account, grab your API key, and send your first request in minutes. 100 free api calls on sign up — no credit card required.