metabiz.ai
Discuss your needs

Choose the right path before investing in development.

AI can speed up work, but it does not remove the need to plan integration, access, operations, and long-term responsibility.

Adopt a product

Standard products can be adopted independently without mandatory paid diagnosis. Confirm features, configuration, and usage conditions first.

Integrate

Keep usable systems and assess integration based on their interfaces and data conditions. Not every integration requires paid diagnosis.

Customize

Build for a specific workflow when the market has no fit or the workflow creates durable differentiation.

Agree delivery and maintenance

Confirm deliverables, acceptance criteria, and maintenance responsibilities before work begins. The quote specifies whether customization, training, or ongoing maintenance is included.

From needs to validation, agree each next step

01

Understand the current situation

The initial needs discussion is free. Start with the workflow, existing systems, and people involved.

Choose a suitable approach without assuming paid diagnosis is required.

02

Agree scope and fees

For deeper diagnosis, integration, or planning, agree the work, each team's involvement, and fees before starting.

Confirm deliverables, acceptance criteria, and maintenance responsibilities upfront.

03

Phased outcome validation

Agree the timeframe, improvement goals, and scope before using actual results to decide whether to expand.

Suitable projects may agree a 90-day validation period; there is no universal timeframe or outcome guarantee.

04

Decide what comes next

Use actual adoption and acceptance results to expand, adjust, or conclude the phase.

Agree the next scope and services separately; ongoing maintenance is not automatically included.

Review improvement against agreed measures

  • Confirm improvement goals and evaluation methods upfront
  • Review actual work records and user feedback
  • Explain baselines, data conditions, and limitations
  • Confirm deliverables and maintenance responsibilities as agreed

High-risk automation begins with clear responsibility.

Sensitive data, external messages, money, and irreversible actions require explicit access, audit, pause/revoke, and exception controls. Written customer authorization is not unlimited immunity; metabiz may refuse or pause unsafe use.

Decide what is worth improving before deciding how much AI to use.