A dedicated team building instruction, preference and RLHF-style datasets — prompt-response pairs, rankings and red-teaming data — curated and validated for your fine-tuning pipeline. For AI teams in the USA, UK, Australia, Canada & UAE.
Fine-tuning quality lives or dies on the dataset — generic or noisy examples produce a model that is unhelpful, inconsistent or unsafe.
Low-quality prompt-response pairs lead to vague, off-task answers.
Without ranking/preference data you can't align to what users actually prefer.
Missing red-team and refusal data leaves harmful edge cases unhandled.
Built by trained specialists, reviewed for quality, and formatted for your training pipeline.
The platforms and tools our specialists use to deliver reliable results.
Six simple steps so the work is accurate, consistent and delivered on time.
Tasks, behaviours & guidelines.
Write & collect examples.
Preference & comparison labeling.
Quality, safety & consistency.
JSONL & schema for your pipeline.
Validated datasets & report.
Dependable delivery, real accountability and a team that treats your work as its own.
A seasoned team that has supported 120+ clients and 500+ projects worldwide.
Clear specs, validation and multi-step QA on every batch we deliver.
An NDA is signed before any access; secure, confidential handling throughout.
Ramp a trained, dedicated team up or down to match your workload.
Working comfortably across USA, UK, AU, CA & UAE time zones.
Scale up when busy, down when quiet — no long contracts.
"Their instruction and preference datasets noticeably improved our model's helpfulness and safety. The examples were high quality, well-formatted and ready to drop into our training run."
Everything you might want to know before getting started.
Book a free 30-minute consultation and we will scope an SFT or RLHF dataset for your model and use case. See the full AI training data pipeline.