Business fit and data readiness
Use case volume, decision consequences, data availability and expected measurable benefit.
06 / Applied AI & Governance · Selective expansion
Use AI where it creates measurable value.
Evaluate practical AI use cases over existing software and workflows with cost, privacy, quality and human oversight designed in from the beginning.
ALINTEC GROUP / OUR POINT OF VIEW
Not every problem needs a language model. We compare deterministic automation with AI-assisted alternatives before recommending an investment.
01 / THE BUSINESS NEED
When this is worth discussing
- A team wants AI but has not defined measurable success.
- Document or support workflows contain repetitive interpretation work.
- Uncontrolled AI tools may expose sensitive company data.
- Costs, accuracy and accountability are hard to monitor.
02 / EVIDENCE FIRST
What an authorized assessment examines
Governance boundaries
Privacy, data retention, permissions, prompt-injection threats, human review and vendor risk.
Pilot evaluation
Golden datasets, error categories, quality thresholds, cost per task and fallback behavior.
03 / WHAT YOU RECEIVE
Typical assessment outputs
- Use-case prioritization and go/no-go recommendation.
- Pilot design with evaluation criteria and human checkpoints.
- Data-handling and operational controls.
- Cost, quality and adoption measurement plan.
04 / MEASURING VALUE
Possible measures of value
- Task quality and correction rates.
- Human time saved after review.
- Cost per successful task and operational adoption.
SCOPE & TRANSPARENCY
We do not promise autonomous decision-making, model accuracy or compliance from an initial questionnaire. High-impact decisions require appropriate human accountability.