ENTERPRISE / FDE
Business leaders want results. FDEs need to know where the data comes from, how the systems connect, and what happens when things fail. Start there.
FOR BUSINESS LEADERS
Who has the problem? How often? What would a useful result change? One testable workflow is a better start than a grand platform plan.
FOR FIELD ENGINEERS
Can we connect knowledge and business APIs? What requires approval? How do we handle timeouts? Get these answers before building.
FROM SCOPING TO DELIVERY
Who starts it? Where does it get stuck?
Workflow and handoff mapWho owns the source, API and device? Which actions need approval?
Systems and permissions checklistCheck accuracy, latency, exceptions and review.
Test cases and findingsAgree on monitoring, rollback and ownership before scaling.
Launch checklistFor a support assistant, connecting a model to a knowledge base isn't enough. Who maintains the knowledge? What happens when the answer is uncertain? When does a person take over billing or complaints? Define that before implementation.
BEFORE WE BUILD
Users, frequency, current effort and the results that would be useful.
Authorized sources, sensitive information, existing tools and interfaces.
Provider requirements, network access, resources and operating responsibilities.
Test scenarios, approval points, rollback and ownership of support.
HOW WE START
You don’t need a long pitch deck. Start with the people, the current process, what takes time, and what success would look like.
Understand the user, the friction and what meaningful progress looks like.
Review sources, boundaries and existing workflows against the relevant products.
Test a representative workflow against criteria agreed together.
Keep review and rollback in place before deciding what comes next.
GOOD QUESTIONS
Test on real examples for quality, latency, escalation and maintainability.
Write down the current workflow and expected outcome. Prepare a short brief and connect through the available public channels.
SELECTED WORK / REAL CONTEXT
Explore SakerAI industry solutions alongside selected creative and digital projects.
Industry scenarios spanning Double 11 service peaks, AliMe-style ecommerce assistants, telecom support and insurance customer-service training.
Organizing multimodal agent capabilities around a coherent creative process.
Beyond growth journaling: a mobile-first Personal Agent, built around one person, that unites learning, work, goal follow-through, voice capture and short-video stories.
YOUR NEXT CHAPTER
Begin with one workflow and a result you can check.