Fix Inconsistent AI Outputs for Daily Work (AIgogy Workshop)
Silali Banerjee
Creator, AIgogy Framework™ | Advisor
Make AI Outputs Reliable Without Longer Prompts or Trial and Error
AI is changing how work gets done, but results are often inconsistent.
You run the same task twice and get different outputs.
You add more instructions or reuse prompts that worked before.
It works once, then breaks.
This is not just a capability issue.
It comes from how the interaction is set up.
AI systems are non-deterministic, but outcomes can still be made more consistent when inputs, constraints, and context are handled deliberately.
This is a common property of complex systems:
even when the internal behavior is variable, stable outcomes emerge when the system is guided with the right structure.
This workshop focuses on that.
You will learn how to write better prompts by structuring them more effectively, rather than making them longer or more complex.
You will also learn when to refine an interaction and when to reset it.
We will work through practical examples to show how small changes lead to more predictable, usable outputs.
Workshop agenda
- 1:00PM EDT
Setup and Baseline
Define what reliable AI output means. See a quick example of inconsistent results and align on what to improve in this session.
- 1:10PM EDT
Why Outputs break
Identify common patterns that make AI outputs inconsistent. Understand why adding more instructions or reusing prompts often leads to worse results.
- 1:30PM EDT
A Better Way to Work with AI
Introduce a more effective approach to interacting with AI. Focus on what changes when outputs become more predictable and usable.
- 2:00PM EDT
Hands-on: Fix an Inconsistent Prompt
Work through a real scenario. See how a typical interaction can be improved to produce more consistent and usable results.
- 2:45PM EDT
Q&A
Question and answer time.
Learn directly from Silali
Silali Banerjee
Creator, AIgogy Framework™ | Advisor
Who this workshop is for
The Regular AI User (but Inconsistent Results)
Uses AI often but rewrites outputs or tweaks prompts to get usable responses.
Operator or Knowledge Worker
Uses AI for work, needs outputs that are reliable, clear, and require less fixing.
Prompt Experimenter
Tries prompts and templates that work once but not consistently. Wants a more reliable way to get repeatable results.
What's included
Live sessions
Learn directly from Silali Banerjee in a real-time, interactive format.
Lifetime access
Go back to course content and recordings whenever you need to.
Community of peers
Stay accountable and share insights with like-minded professionals.
Certificate of completion
Share your new skills with your employer or on LinkedIn.
Maven Guarantee
Your purchase is backed by the Maven Guarantee.
Course syllabus
Week 1
Apr
30
AIgogy Framework Workshop for Reliable AI Outputs
Frequently asked questions
$250
USD