Baseline the workflow before promising a model change
Dvar makes this visible, governed, and measurable instead of leaving it to a collection of disconnected tools.
SOLUTION 03 / WORKFLOW SPECIALIZATION
Turn valuable repeatable work into a model advantage.
A practical fine-tuning engagement for teams that have enough production examples to teach a smaller model what good looks like.
WORKFLOW SPECIALIZATION03 STEP PATH
01Find the repeatable coreSeparate what should be learned from what should stay in retrieval or tools.
02Tune against evidenceUse curated examples, held-out tasks, and reviewer feedback to improve the right metric.
03Keep the gainDeploy the checkpoint through Dvar Inference and keep learning from production.
Higher quality at lower cost
WHAT YOU GET
A solution page should answer: what changes?
Higher quality at lower cost is not a slogan. It is the result of connecting the user experience, the inference boundary, and the improvement loop to one operating model.
Build evaluation data from real Indian enterprise cases
Dvar makes this visible, governed, and measurable instead of leaving it to a collection of disconnected tools.
Co-build an SLM, adapter, or routing policy
Dvar makes this visible, governed, and measurable instead of leaving it to a collection of disconnected tools.
Operate the loop with held-out tests and production feedback
Dvar makes this visible, governed, and measurable instead of leaving it to a collection of disconnected tools.
THE PATH
Three steps from intent to evidence.
Find the repeatable core
Separate what should be learned from what should stay in retrieval or tools.
Tune against evidence
Use curated examples, held-out tasks, and reviewer feedback to improve the right metric.
Keep the gain
Deploy the checkpoint through Dvar Inference and keep learning from production.
WHY INDIA-FIRST MATTERS
Better fit is often a better model.
Language, policy, and workflow context from your teams
Deployment choices that respect data and residency constraints
Cost-quality decisions explained in rupees, tokens, and outcomes
TALK TO AN ENGINEER
Everyone sells an API.
Dvar sends an engineer.
Bring one real workload. We build the eval with your team from your own traffic, benchmark the models against it, and stay on the account from pilot through production.
Book a workload review