frameworks
About a hundred prompt frameworks are in circulation. Six have an author you can check.
The rest are conventions with an acronym, and several have two or three incompatible expansions live at the same time. These write-ups sort them by provenance, so you can tell which ones you can safely cite.
Prompting in Hindi: What Works, What Breaks, What to Do Instead
Overview · 7 min · India-indic-aiWhat actually happens when you write chatgpt hindi prompts today, what breaks in the output, and the bilingual workaround that fixes most failures.
Indic Language Models: Hanooman, BharatGenAI and What They Cover
Overview · 6 min · India-indic-aiA practical look at hanooman ai, bharatgpt languages and the BharatGenAI effort: what each covers, what is still English-only, and how to test it.
Why Indian-Language AI Output Reads Oddly: The Synthetic Translation Problem
Overview · 6 min · India-indic-aiIndian language AI quality suffers for a structural reason: much of the training text was machine-translated. What that does to output, and how to brief around it.
Code-Switching Prompts: Write in English, Answer in Hindi or Marathi
Overview · 6 min · India-indic-aiA code-switching pattern for prompts: write the instruction in English, name the output language and register, and answer in Hindi or Marathi.
UPSC Prompts: Answer Structure, Current Affairs Notes, Essay Practice
Overview · 7 min · India-indic-aiCopy-ready upsc ai prompts for answer plans, verifiable current affairs notes, and essay practice, with refusal rules and a coach-style review pass.
Is AI Allowed in Competitive Exam Prep? What the Rules Actually Say
Overview · 7 min · India-indic-aiAI use in Indian competitive exam preparation is not banned, but exam hall conduct rules are strict. Here is what the written rules cover and what to check.
Generative AI as a GS-III Answer: Prompts for Writing About AI Itself
Overview · 7 min · India-indic-aiCopy-ready prompts for writing a GS-III answer on generative AI, covering ethics, jobs and security, and how to check the draft before submission.
JEE and NEET Prompts: Concept Doubts, Mock Questions, Error Logs
Overview · 7 min · India-indic-aiCopy-ready jee neet ai prompts for concept doubts, chapter mock questions and error logs, with checks for wrong answers and broken questions.
Paying for AI in India: What a Dollar Subscription Really Costs You
Overview · 6 min · India-indic-aiA framework for judging ai subscription cost india, including exchange rate effects, taxes, unused seats and how to compare a paid plan against a free one.
Free and Low-Cost AI Stack for Indian Users
Overview · 6 min · India-indic-aiA practical free and low-cost AI stack for Indian users, checked for India availability, UPI billing, data residency, and real free tier limits.
AI Prompts for Indian Small Business: GST, WhatsApp Orders, Local Ads
Overview · 7 min · India-indic-aiCopy-ready prompts for ai for small business india, covering GST paperwork drafts, WhatsApp order replies and local ad copy that you can check.
Regional Language Content Prompts: One Post, Eight Indian Languages
Overview · 6 min · India-indic-aiA multilingual content ai prompt workflow that turns one source post into eight Indian languages, with regional register checks and a review pass.
AI and Indian Data: What You Should Not Paste From Work
Overview · 5 min · India-indic-aiA practical ai data privacy india guide for employees: what not to paste into AI tools, what the DPDP Act means for you, and a redacted-input workflow.
Teaching With AI in Indian Classrooms: CBSE, State Boards, Large Sections
Overview · 7 min · India-indic-aiA practical guide to ai for teachers india, with board-aligned lesson plan prompts and workflows built for large sections, few devices and mixed levels.
The India AI Numbers Everyone Quotes, and Where They Come From
Overview · 5 min · India-indic-aiWhere common india ai market size and adoption figures come from, why so many circulate without a source, and how to check a statistic before you publish it.