I'm Anthea B. Rodricks — an independent annotation consultant specialising in high-quality AI/ML training data. Clean labels, fast turnaround, no middlemen.
From raw data to model-ready labels — I handle the full annotation pipeline with precision and care.
Bounding boxes, polygons, segmentation masks, keypoints, and object tracking for computer vision models.
Computer VisionNamed entity recognition, sentiment labelling, intent classification, coreference resolution, and QA pairs for language models.
NLP / LLMHuman feedback for reward model training, response ranking, constitutional AI alignment, and LLM output quality grading.
Generative AITranscription, speaker diarisation, emotion tagging, and phoneme-level labelling for speech recognition and synthesis.
Audio AIAudit and fix existing datasets — catch label errors, resolve ambiguities, and enforce annotation guidelines across your pipeline.
QA & ReviewI write labelling instructions, design ontologies, and set up annotation workflows for in-house teams or platforms like Label Studio.
ConsultingAs a solo consultant you work directly with me — no account managers or handoffs.
We talk through your dataset, task type, volume, timeline, and quality expectations. No commitment needed.
I send a clear proposal with deliverables, pricing, and timeline. No hidden fees or vague estimates.
I annotate your data with built-in review cycles. You get regular updates and can give feedback throughout.
Clean, model-ready data delivered in your format. I stay on to answer questions post-delivery.
Hiring a freelance consultant over a large annotation firm has real benefits for early-stage and mid-size AI projects.
No account managers relaying messages. When you brief me, I annotate. That means fewer misunderstandings and faster iteration.
I bring specialist knowledge to annotation — not just clicking boxes. Guidelines are understood, edge cases are flagged, not guessed.
No minimum order minimums or enterprise procurement hoops. Start small, scale if needed. I adapt to your project's rhythm.
Your data stays private. I sign NDAs, work within your secure infrastructure, and handle sensitive datasets responsibly.
Tell me about your project and I'll get back to you within 24 hours.