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Generative AI & Prompt Engineering · Session 11: Custom GPTs & Claude Projects · tarahutailabs.com
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Build permanent AI tools that work for your business 24/7. Create 3 Custom GPTs and 2 Claude Projects — each a specialized assistant that never forgets its training. "Permanent AI employees banaao jo kabhi chutti nahi lende."
Custom GPTs are permanent AI applications built inside ChatGPT. They combine system prompts, knowledge files, and optional actions into a shareable tool anyone can use. Think of them as apps built without code. "Custom GPTs = bina code de AI apps."
You mastered prompt chaining — 5-link automated content pipelines. Today you will turn your best prompts and chains into permanent, shareable AI tools. Custom GPTs and Claude Projects are the deployment layer — where prompt engineering becomes product engineering. "Prompts ton products tak."
The core of your GPT. Everything from Session 8 applies: Identity, Rules, Constraints, Output Format. But now it is permanent — saved inside the GPT, not typed every time. Max ~8000 characters. This is where all your persona work pays off. "Session 8 da system prompt = GPT di jaan."
Upload PDFs, CSVs, text files, and documents. The GPT uses these as its reference library. Up to 20 files, 512MB total. Upload your SOPs, price lists, product catalogs, FAQs, and policy documents. The GPT will cite these when answering. "Apne business de documents upload karo — GPT ohna ton jawab dega."
Connect your GPT to external services via APIs. Check inventory, send emails, look up order status, or query your database. Actions turn your GPT from a chatbot into a functional business tool. Requires OpenAPI spec. Advanced feature for developers. "APIs naal connect karo — GPT real kaam karega."
Pre-written prompts that appear when someone opens your GPT. Design them to showcase the GPT's best capabilities. "What is my order status?", "Help me write a proposal", "Analyze my sales data." First impression matters. "Pehla impression — conversation starters naal banaao."
"Meri team nu har vaari same sawaal answer karne pende ne." Build a GPT with your FAQ document uploaded. Share the link with your team or customers. They get instant, accurate answers 24/7. You reclaim hours every week. This is the ROI of Custom GPTs.
Next: Build 3 production-ready Custom GPTs step by step.
Three GPTs for three Punjab business needs. Each includes the full configuration: instructions, knowledge files, conversation starters, and testing plan. "Tinna GPTs — tinna business needs."
A strategic advisor GPT for Punjab SMEs. Copy the configuration and create in ChatGPT:
Turns the Session 10 prompt chain into a permanent GPT:
A customer-facing support GPT with knowledge base:
Next: Claude Projects — the knowledge-powered alternative.
Claude Projects offer something Custom GPTs cannot: massive knowledge bases (200K tokens), separate workspaces, and superior reasoning for complex tasks. "Claude Projects = GPTs da advanced version."
Max 20 files/512MB. Shareable via link. GPT Store distribution. Actions for API integration. Great for simple, shareable tools. Larger user base. Better for customer-facing tools.
200K token context. Upload entire codebases, long documents, and complex reference materials. Superior reasoning for analysis. Better for internal knowledge-heavy workspaces. Stronger at nuanced analysis.
An internal operations assistant with your complete business knowledge:
A research workspace loaded with industry reports and market data:
Use Custom GPT when: sharing with customers, building simple tools, wanting API actions, or publishing to GPT Store. Use Claude Project when: working with large document sets, needing deep analysis, internal team use, or complex reasoning tasks. Many businesses use BOTH: GPTs for external and Claude Projects for internal. "Bahar layi GPT, andar layi Claude."
Next: Deploy, share, and iterate on your AI tools.
Building is half the work. Deploying to users and iterating based on feedback is what makes AI tools valuable. "Banana adha kaam hai — deploy karna te improve karna asli kaam hai."
Before sharing, test with 20 diverse queries: normal questions, edge cases, out-of-scope requests, hostile inputs. Use the 10-point stress test from Session 8. Fix every failure before deploying. "20 test queries — ek vi fail na hove."
Share with 3-5 trusted team members or customers. Ask them to use it for a week and report: What worked well? What was confusing? What answers were wrong? Collect feedback in a simple spreadsheet. "3-5 beta users — honest feedback lo."
Based on beta feedback, update the system prompt. Most common fixes: adding constraints for edge cases, improving output format, adding knowledge files for common questions the GPT could not answer. "Feedback de basis te improve karo."
Custom GPT: Share via link (Only me, With link, or Public/GPT Store). Claude Project: Invite team members. Start with "With link" sharing, monitor usage, then consider GPT Store for public tools. "Pehla link naal share karo, phir scale karo."
Next: Quiz time — prove your tool-building mastery.
8 questions on Custom GPTs, Claude Projects, and AI tool deployment.
"Tusi aaj permanent AI tools bana laye — 3 GPTs te 2 Claude Projects." You are no longer just using AI. You are building with it.
✅ 3 Custom GPTs: Business Advisor, Content Factory, Customer Support Bot
✅ 2 Claude Projects: Operations Hub, Industry Research Analyst
✅ Deployment workflow: Test → Beta → Iterate → Scale
✅ GPT vs Claude decision framework
✅ Knowledge file strategy for both platforms
"Kal final session hai — tuhada portfolio present karoge, certificate milega, te tusi officially Prompt Engineering certified ho jaoge. Tayyari karo — 12 sessions da safar pura hone wala hai!"