What’s included

  • Task and failure map

    Where the model helps, where it must not act alone, and how recovery works.

  • Confidence and uncertainty

    How the product shows what it knows, and what it does not.

  • Control design

    Approve, edit, undo, and escalate — the human remains in charge.

  • Prompted and unprompted UX

    When the system should speak, and when it should wait.

  • Eval-ready scenarios

    The jobs you can test against, not a demo script.

  • Implementation notes

    Enough specification for your engineers to build the interaction.

How the work runs

  1. Understand

    Walk the workflow and the failure modes with product and the people who will use the system.

  2. Simplify

    Design the smallest control surface that makes the next decision obvious.

  3. Scale

    Handoff files and a test plan. SapphireX does not train foundation models.

Starting point

Scoped in the proposal · 3 to 8 weeks

No SapphireX client case study is published yet. The engagement is led by Safa Badamchi, Founder & Principal, with 6+ years across enterprise, healthcare, SaaS, and AI products. Amazon, Juniper Networks, and MDxHealth are prior employers, not SapphireX clients. Read about the founder.

SapphireX works with your engineers. The engagement does not replace them, and it does not include building or training foundation models.

Let's start.

Work directly with the person who will do the work.

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