The ICCSSE Framework: How to Write AI Prompts That Actually Work

Harris Ahmad — Tue, 28 Apr 2026 01:59:29 +0000

Most AI prompts fail for the same 5 reasons: no identity, no constraints, no examples, too vague, no structure.

After running 10,000+ prompts through Claude, ChatGPT, and Gemini, I built a framework that fixes all five.

The ICCSSE Framework

I — Identity: Tell the AI who to be. "You are a senior tax attorney" outperforms a paragraph of behavioral rules.

C — Context: Give it the background it needs. What's the situation? Who's the audience? What's been tried?

C — Constraints: Set limits. "Under 300 words, no preamble, no filler" cut my token costs by 60%.

S — Steps: Break the task into ordered steps. The AI thinks sequentially instead of guessing.

S — Specifics: Be precise. "Help with my resume" vs "rewrite 3 bullets to emphasize revenue impact at a Series B SaaS company" — same cost, 10x the output.

E — Examples: Show what good looks like. One example replaces 1,000 words of description.

You Don't Need All Six Every Time

Simple tasks (quick questions, short edits): use 2-3 components.

Complex tasks (reports, analysis, code review): use all 6.

The Results

After applying this framework consistently:

Revision rounds dropped from 3-4 to 1-2
First-draft usability jumped from ~30% to ~85%
Token costs dropped ~60%

The prompt takes longer. The total task takes less.

Try It

I built a free prompt grader at hundredtabs.com/tools/prompt-grader that scores your prompts against these criteria. Paste any prompt, get a score out of 100 with specific fixes.

No signup. No API key. Runs in your browser.

DEV Community: Harris Ahmad

The ICCSSE Framework: How to Write AI Prompts That Actually Work