If the output is close but still wrong, inconsistent, or unreliable, I review your setup and pinpoint what to improve —
from prompts and translations to automations and workflow logic.
AI tools rarely fail in obvious ways. More often, the output is close — but still off. I review the setup, identify the weak point, and show what needs to change.
Common issues I help diagnose
Prompt Fine-Tuning
When prompts are close — but still miss tone, structure, or accuracy.
Translation & Subtitle Workflows
For AI translations, subtitles, glossaries, and terminology that need better consistency and context handling.
Workflow Reliability
When a multi-step AI process works in theory, but breaks or produces inconsistent results in practice
Output Quality
When the result is usable sometimes, but still wrong, inconsistent, or too messy to trust.
Tool Handoffs
When information gets lost between tools, steps, or automations and the workflow stops behaving reliably.
Setup Review
When you need a second pair of expert eyes to check whether your current AI approach makes sense.
What you get
A practical, structured approach to diagnosing AI workflows that are close — but not reliable yet.
Structured Review
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You share your setup, prompts, outputs, or workflow steps
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I review where the process starts to break down
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I look for weak points in logic, handoffs, and output quality
Clear Next Steps
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You get a focused diagnosis of what’s going wrong
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I outline what to test, improve, or change first
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Follow-up support can be added later if needed
Built for real-world AI workflows that need to work reliably
— not just look good in theory.
Almost-working AI quietly costs time, money, and trust.
I help you find the weak point before you waste more of all three.
Insights on AI workflows that almost work
Practical breakdowns of real workflow issues — and how to fix them.
AI workflows often look like they work — until you actually rely on them. The output is close. The system runs. But results are inconsistent, context gets lost... read more
Not every unreliable AI workflow needs a full rebuild.
In some cases, the fix is straightforward: enhanced prompts, stronger... read more
When an AI workflow starts producing weak or inconsistent results, the model is usually the first thing people try to replace. The... read more