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Support responses
Learn your policies, tone and escalation rules from successful replies and human corrections.
SPECIALIST MODELS. MANAGED FOR YOU.
Turn your prompts, logs and corrections into specialist models — then evaluate their value on your actual tasks.
A managed service in the Singularity Group portfolio.
YOUR DATA. YOUR SPECIALIST.
Specialist first. A frontier fallback when the agreed routing policy calls for it.
COMMON USE CASES
Start with one repeatable workflow, clear success criteria and the data you already have.
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Learn your policies, tone and escalation rules from successful replies and human corrections.
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Turn recurring documents into consistent outputs, evaluated against your required fields.
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Apply the terminology and decision criteria your team uses in everyday work.
EVALUATION
Compare the specialist and your current baseline on held-out tasks before recommending deployment.
Agree task-specific criteria before tuning begins.
Compare cost per successful outcome against your current model. Include the work handled by routing and fallback.
Evaluate response times on representative tasks and under the operating conditions agreed in scope.
A SCOPED ENGAGEMENT
Agree the workflow, data, access and success criteria.
Clean the material and train a specialist for the agreed task.
Compare the candidate against your baseline on held-out work.
Connect an endpoint and routing policy, with ongoing support agreed in scope.
THE THINKING BEHIND hyper tune
Your work has a pattern. Your AI should learn it. Start with one repeatable workflow, clear success criteria and the knowledge your team already has.
Start with a conversation about your needs, priorities and what a useful first step would look like.
Existing prompts, successful completions, logs and human corrections. We review what is available and agree access, ownership, retention and training environments before work begins.
We deliver the initial specialist as a scoped engagement. Hosting, monitoring and retraining can be discussed as ongoing managed support.
Tell us which workflow needs a better fit.