The full AI training data lifecycle
RemoteWise taskers work directly inside client AI training platforms under the access levels granted to us by contract — producing the human signal that turns a base model into a reliable, aligned product.
Nine delivery lines, one quality system
Every line runs on the same instrumentation: gold tasks, blind overlap, reviewer calibration and per-tasker quality scores that gate access to higher-paying queues.
RLHF & preference ranking
Side-by-side response comparison, Likert scoring against helpfulness/harmlessness/honesty rubrics, and rationale writing that makes reward-model signal interpretable.
- Pairwise & k-way ranking
- Rubric-scored critiques
- Reward-model disagreement triage
Supervised fine-tuning data
Human-authored prompt/response pairs, chain-of-thought demonstrations and multi-turn dialogues written to client style guides and persona constraints.
- Instruction authoring
- Reasoning traces
- Multi-turn dialogue design
Red teaming & safety evaluation
Adversarial prompting across jailbreak families, harm-category taxonomies, refusal calibration testing and severity tagging aligned to client policy.
- Jailbreak discovery
- Harm taxonomy labelling
- Over-refusal detection
Code & agentic evaluation
Grading tool-use trajectories, verifying unit-test pass criteria, reviewing repository-scale patches and scoring agent plans for efficiency and safety.
- Trajectory grading
- Diff review
- Tool-call correctness
Multimodal annotation
Bounding boxes, polygons, semantic segmentation, keypoints, OCR transcription, video temporal labelling and image/video caption quality review.
- Segmentation & keypoints
- Video event tagging
- Caption factuality checks
Speech & audio data
Scripted and spontaneous speech collection, diarised transcription, accent-balanced corpora and ASR output correction with timestamp alignment.
- Diarised transcription
- Accent-balanced collection
- ASR error correction
Multilingual & localisation
Native-speaker evaluation and translation QA across English, Swahili, French, Somali, Amharic, Arabic, Portuguese, Hindi and more.
- Native-speaker review
- Cultural nuance audits
- Locale-specific safety
Clinical & scientific expertise
Licensed clinicians and STEM graduates author and verify domain content, flag hallucinated citations and grade medical reasoning quality.
- Clinical fact-checking
- Citation verification
- STEM problem authoring
Legal & financial review
Contract clause extraction, jurisdiction-aware legal reasoning evaluation, financial statement labelling and compliance-sensitive redaction.
- Clause extraction
- Regulatory reasoning
- PII redaction
Buy capacity the way your programme actually runs
Monthly retainer
Dedicated pod
A ring-fenced team of taskers, a QA lead and a delivery manager working only on your programme.
- 8–120 taskers
- Named delivery manager
- Weekly calibration sessions
- Private Slack channel
Per accepted task
Managed throughput
You publish volume, we absorb it. Ideal for elastic annotation and evaluation queues with defined rubrics.
- Elastic 3x surge capacity
- SLA-backed turnaround
- Gold-task quality gating
- Weekly quality reports
Per verified hour
Expert bench
Credential-verified specialists for high-difficulty prompts where generalist taskers cannot produce reliable signal.
- Credential verification
- MD, JD, PhD, SWE profiles
- Frontier-difficulty authoring
- Peer review layer