Machine learning services
Training, evaluation and serving, on your data.
Zingaro AI's machine learning services cover the whole model lifecycle: preparing and labelling data, training or fine-tuning language, speech and vision models, building the evaluation suite, and serving the model in production.
Who searches for this
- Teams with data and a clear prediction or extraction task.
- Companies that need a model to run inside their own boundary.
- Product teams that need a model smaller and faster than the one they prototyped with.
The words, then how we fit them.
People searching for machine learning services usually have data and a prediction or classification they need: a model trained on their documents, their recordings, their images or their records. They want the engineering, from data to a served model, done properly.
- 01
Zingaro AI prepares the data first. Labelling, synthetic data where it is honest, and an evaluation set the client agrees represents correct.
- 02
Zingaro AI trains the model that fits the job: fine-tuned language models, distilled small models, custom speech-to-text and text-to-speech, and vision models for inspection and reading.
- 03
Every model ships with an evaluation suite and is gated by it. A training curve is not evidence; the suite is.
- 04
Zingaro AI serves the model, on the client's GPUs, in the client's cloud or managed, engineered for the latency and cost the job needs.
What we would actually do for you.
- Language models01
Custom LLM training and fine-tuning
Domain models fine-tuned, post-trained and distilled on your data, on weights you own.
Explore - Speech02
Custom ASR and TTS training
Speech-to-text and text-to-speech trained on your accents, dialects and line quality, plus real-time speech-to-speech.
Explore - Vision03
Computer vision and multimodal AI
Detection, segmentation, video analytics and vision-language models, from the camera to the edge.
Explore - Data04
Data, labelling and synthetic data
Datasets, annotation, transcription and synthetic data pipelines, with evaluation sets that reflect production.
Explore - Evals05
Evals, red-teaming and guardrails
Know whether it works before you ship, and keep it working after: evaluation, safety and observability.
Explore - Inference06
Inference engineering and optimisation
Serving stacks tuned for latency and cost: quantisation, speculative decoding, batching, caching, GPU planning.
Explore
Asked in these words.
What is included in machine learning services?
Machine learning services from Zingaro AI include data preparation and labelling, model training and fine-tuning, the evaluation suite, and inference engineering to serve the model in production, plus retraining when the data drifts.
Do we need our own GPUs?
Clients of Zingaro AI do not need their own GPUs. Training and serving can run in the client's cloud account, on Zingaro AI's managed infrastructure, or on hardware the client owns when the data must not leave.
Other ways people describe this work: ai development company, ai consulting, ai agency, generative ai services, llm development company, ai automation agency, custom ai development, enterprise ai solutions.
Bring us the job you keep postponing.
Twenty minutes is enough to say whether we can take it.
A pilot starts within 5 working days of agreed scope · Nothing upfront · No seat licences