Build Lightweight AI Career Assessment Chatbot (OpenAI API + Structured Logic + PDF Output)
UpworkUSNot specifiedintermediateScore: 71
Chatbot DevelopmentAI ChatbotGPT ChatbotChatbot TrainingConversational AISentiment AnalysisArtificial Intelligence
I’m building a structured AI-powered career assessment chatbot (50+ questions with multi-option logic).
The scoring logic is already designed and rule-based.
I need a developer to build:
• Conversational chat interface
• API integration (OpenAI or Anthropic)
• Deterministic scoring engine
• Personalized report generation
• PDF formatting
• Email send-off automation
• Simple admin dashboard
This is not an AI research project.
It is a structured product with API-driven language generation.
Scope – Phase 1 (Required)
1. Chat Flow
One-question-at-a-time UI
Multi-select + text inputs
Optional “custom response” override
Progress indicator
Clean, modern UX/UI
2. Logic Layer
Rule-based scoring engine
Trait vector mapping
Pass structured data to OpenAI/Anthropic for:
Conversational transitions
Final narrative generation
3. Report Generation (unless better recommendation)
Structured JSON output
Convert JSON to formatted PDF (branded layout)
Trigger email send to user upon completion
4. Admin Dashboard
View completed sessions
View scoring outputs
Download PDFs
Export CSV
Phase 2 – Future Expansion (Optional / Bonus)
If you have experience building agent-based automation, please indicate.
Future direction includes:
• Automated AI agent that:
Interprets assessment results
Generates full branded report
Applies graphic template layout
Sends formatted email with attachment
Logs session to CRM
This is not required for initial scope but is valuable for long-term collaboration.
Tech Stack (Flexible)
Open to practical solutions such as:
React / Next.js
Node backend
Supabase / Firebase
OpenAI or Anthropic API
PDF generation via HTML → PDF
Webhook automation (Make.com or similar)
Efficiency is prioritized over complexity.
Ideal Developer
Has built chat-style UX
Comfortable with OpenAI API
Can build structured logic cleanly
Practical, not overengineering
Can explain architecture simply
Budget
This is a clearly defined build.
Looking for reasonable, practical bids.
When applying, please include:
Timeline estimate
Tech stack recommendation
Examples of similar chat-based tools built
Whether you can support Phase 2 automation later
Unlock AI Intelligence, score breakdowns, and real-time alerts
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Spent: $3,232.94Rating: 5.0Verified