# TrainWise

> TrainWise delivers expert-reviewed AI training data and RLHF quality review in 48–72 hours. Founder-led QA, vetted annotators, no ticket queues. Global, remote.

- Kind of business: AI Training & Quality Review
- Serves: Remote / Global
- In their words: Expert-reviewed AI training data delivered in 48–72 hours, with a direct line to your annotation team and a QA report that catches what Scale AI lets through.

## Services

- Monthly Retainer — Standard: $1,800. Up to 5,000 tasks per month across annotation, output quality review, or RLHF preference ranking. Weekly delivery batches, Slack access to the team, monthly QA summary report.
- Monthly Retainer — Scale: $4,500. 10,000–25,000 tasks per month, dedicated annotator pod, priority turnaround (24hr), custom rubric development, and monthly strategy call with founder.

## Contact

- [Enquiry form](https://trainwise.wenbuidl.app/#contact): Book your intake call
- [Website](https://trainwise.wenbuidl.app/)

## FAQ

### What types of annotation and QA tasks do you handle?

Text annotation, RLHF preference ranking, instruction-following evaluation, output quality review, classification and labelling, hallucination detection, summarisation QA, and multi-turn conversation review. If your task involves a human judgement call on model inputs or outputs, it is within scope. Bring the spec to the intake call and we will tell you within the hour whether it fits.

### How does the founder QA process actually work?

On every new project, the founder personally reviews the first batch against the agreed rubric before it is delivered to you. This sets the quality baseline and catches any systematic errors in annotator interpretation early, before they propagate through the full dataset. Subsequent batches are reviewed by the founder on a spot-check basis with a QA summary included at delivery.

### Can we start with a small pilot before committing to a retainer?

Yes, and that is the recommended path. A paid pilot batch lets you see the QA process in action, review the output against your existing baseline, and decide whether the quality justifies moving to monthly volume. It de-risks the decision on both sides. Ask about current pilot availability when you book the intake call.

### What tools and formats do you deliver in?

Deliverables come in CSV, JSON, or JSONL depending on what your pipeline expects. The working process runs on Airtable, Notion, and Google Sheets, with async updates via Slack. If you have an existing format or schema, send it before the intake call and we will match it.

### How quickly can you onboard a new project?

A 30-minute intake call produces a task spec document within 24 hours. The annotator team is briefed the same day. The pilot batch is typically returned within 48 to 72 hours of sign-off on the spec. For Scale retainer clients, onboarding includes custom rubric development which adds one to two working days before the first delivery.