Custom AI development
Models and systems built for one job, on your data.
Zingaro AI's custom AI development means a system built for one client's job rather than a general tool: models trained on that client's data, agents wired into that client's systems, measured by an evaluation set the client agreed represents correct.
Who searches for this
- Companies whose language, format or data is not served by general models.
- Product teams that need an AI capability the market does not sell.
- Regulated businesses that need to own what runs on their data.
The words, then how we fit them.
People searching for custom AI development have usually tried the general tools and found them wrong for their case: the wrong language, the wrong format, the wrong data, or a rule the business has that no vendor's product knows. They want something built for them, and they want to own it.
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Zingaro AI builds against the client's data: its documents, recordings, images and records, with labelling and evaluation sets built first.
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Custom does not mean from scratch. Zingaro AI fine-tunes and distils open-weight models where that is faster and better, and trains from scratch only where nothing close exists, such as a rare dialect.
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What is built is delivered: weights, code, runbooks and the evaluation suite, on the client's infrastructure where required.
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Custom systems are run and retrained as the data drifts, or handed over with the runbooks; the ending is the client's choice.
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 - Product04
AI product and platform development
AI-native web, mobile and API products, built by a team that ships and runs its own.
Explore - Data05
Data, labelling and synthetic data
Datasets, annotation, transcription and synthetic data pipelines, with evaluation sets that reflect production.
Explore - Evals06
Evals, red-teaming and guardrails
Know whether it works before you ship, and keep it working after: evaluation, safety and observability.
Explore
Asked in these words.
What is custom AI development?
Custom AI development is building an AI model or system for one organisation's specific job and data, rather than configuring a general product. Zingaro AI delivers the model, the integrations, the evaluation suite and the deployment, and runs or hands over the result.
How long does custom AI development take?
A Zingaro AI pilot runs 4 to 6 weeks after a one-to-two-week discovery, and starts within 5 working days of agreed scope. A full custom model with new data collection takes longer, and the discovery says how much.
Other ways people describe this work: ai development company, ai consulting, ai agency, machine learning services, generative ai services, llm development company, ai automation agency, 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