Silali Banerjee

 First Cohort

July2026Cohort

Cohort 1

Not a tutorial. Not a GPT builder. Not prompt tweaking. PromptRefiner V2 helps you fix your prompt before you run it, so you can get more consistent AI results. Built on the AIgogy Framework™. Try it. If something feels useful or off, I’d love your feedback.

Refine your prompt here.

Not a tutorial.Not a GPT builder.Not prompt tweaking.Built on the AIgogy Framework™.Try it → see the difference.

Try it for yourself, see the difference.

AI is powerful, but working with it often feels inconsistent. If you are constantly rewriting prompts and still not getting the results you want, the issue is not the model, but how the interaction is structured. This guide introduces a simple, repeatable method from the AIgogy Framework™ to help you guide AI systems more effectively using context, memory, and interaction, so you get more reliable outputs that better reflect your thinking.Use this space to describe why someone will want to download your resource. You can write as much as you'd like about

Check your prompting habits

Learn to achieve reliable AI outcomes without prompt packs, system prompts, or agent tricks—use structured inputs for consistent results.

Creator, AIgogy Framework™ | Advisor

Rockford University

Creator of AIgogy Framework™ for reliable, structured AI outcomes

Andrew Ng recently said:<blockquote>“The ways we prompt AI are very different in 2026 than in 2022 when ChatGPT came out.”</blockquote>OpenAI’s GPT-5.5 prompting guide points in the same direction.Prompting is no longer about writing longer prompts or piling on more context.It is about clearer control:Role. Goal. Success criteria. Constraints. Output. Stop rules.That matters because the hardest AI work is not simply task completion.It is open-ended work:writing, design, strategy, analysis, communication, decision-making, planning, and problem-solving.In this kind of work, there is rarely one obvious correct answer.The output has to fit the goal, the audience, the situation, the standards, and the tradeoffs.Many professionals are still stuck in the old loop:Write a prompt. Adjust it. Fix the output. Repeat.Sometimes it works.But it does not hold.And it does not scale.The real gap is no longer access to AI.It is the ability to direct AI reliably across open-ended work.AIgogy Framework™ helps you move beyond trial-and-error prompting toward structured delegation—so AI can support writing, design, analysis, decision-making, and communication in ways that fit your goals, standards, and context.<hr>

Move from prompt tweaking to true AI delegation.

Achieve More Reliable AI Outcomes

Reflect Your Voice and Working Style

Embed Your Judgment and Standards

Reduce Rework and Increase Leverage

Leaders (Decision Owners) Leaders accountable for outcomes who need AI to reflect their judgment without reviewing or correcting every output

Operators (Execution Owners) Operators responsible for consistent delivery who need AI to produce aligned outputs without repeated rework

Knowledge Workers (Expertise Carriers) Experts who need AI to apply their domain knowledge and standards, not generate generic outputs.

Make AI Outputs Reliable Without Longer Prompts or Trial and Error

 Advisor | Creator of PromptRefiner™

Leland

Meridial Marketplace

CodePath

Per Scholas

Creator, AIgogy Framework™ | Science-backed PromptRefiner™ | Advisor

Prompting has changed.As Andrew Ng recently said:<blockquote>“The ways we prompt AI are very different in 2026 than in 2022 when ChatGPT came out.”</blockquote>The new GPT-5.5 guidance from OpenAI points in the same direction.Good prompting is no longer about stuffing the chat box with more words.It is about giving better control signals:ROLE — Who should the model act as? GOAL — What outcome do you want? SUCCESS CRITERIA — What makes the answer good? CONSTRAINTS — Style, boundaries, audience OUTPUT — Memo, table, bullets, JSON STOP RULES — What should it avoid?Example:Act as a senior product strategist. Goal: Evaluate the market viability of this SaaS idea. Success criteria: Identify risks, hidden assumptions, and competitive threats. Constraints: Be direct, evidence-based, no filler. Output: 1-page executive memo.PromptRefiner™ takes this one step further.It adds metrics, scoring, diagnosis, and structured revision—making prompting more standardized for individuals and teams.Prompting becomes less of a personal habit or style. It is becoming instructional.And more of a repeatable practice.

The Regular AI User (but Inconsistent Results) Uses AI often but rewrites outputs or tweaks prompts to get usable responses.

Operator or Knowledge WorkerUses AI for work, needs outputs that are reliable, clear, and require less fixing.

Prompt ExperimenterTries prompts and templates that work once but not consistently. Wants a more reliable way to get repeatable results.

Science-Backed PromptRefiner™: Prompting Without Guesswork

See how PromptRefiner™ turns a messy prompt into a clear, usable result.

Live Demo of PromptRefiner™

Move beyond collecting prompts. Learn how to design your own prompts for consistent, decision-quality AI outputs.

Move beyond prompt packs and  prompt libraries

Go beyond tips. Optionally, see the science behind each step in PromptRefiner™.

Multiply your prompting productivity, no trial and error.

AIgogy Framework™: for Personalized AI

Creator of the Aigogy Framework™ for Effective Human AI Communication

Use AIgogy Framework™ to teach the AI your specific persona. Get 1-shot results that actually sound like your work.

Mirror Your Unique Voice and Tone

Use AIgogy Framework™ to code your mental models and standards so that your AI assistant mirrors your decision-making.

Embed Your Professional Judgment

Build a structured approach that reinforces your standards and reduces the need for constant oversight

Learn directly from Silali Banerjee

Silali Banerjee

About Silali

Courses

AIgogy Framework™ -- For Personalized AI

Workshops

Science-Backed PromptRefiner™: Prompting Without Guesswork

Lightning Lessons

Science-Backed PromptRefiner™: Prompting Without Guesswork

AIgogy Framework™: for Personalized AI

Resources

Refine your prompt here.

Try it for yourself, see the difference.

Check your prompting habits