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InsightFlow AI: Conversational AI Clarification Engine

Transform vague or incomplete user inputs into comprehensive, structured answers through adaptive questioning and confidence scoring.

Precision Through Intelligent Conversation

InsightFlow AI is a conversational AI-driven clarification engine designed to elicit precise, high-confidence answers from users through adaptive questioning. The system leverages Claude (Anthropic's LLM) with LangGraph agent orchestration to conduct dynamic interviews that gather complete information based on configurable confidence thresholds.

Key Innovation

Unlike traditional chatbots, InsightFlow AI actively assesses response completeness and asks targeted follow-up questions until achieving 85%+ confidence in collected information.

Core Capabilities

InsightFlow AI transforms incomplete inputs into comprehensive answers through intelligent, adaptive conversations.

Adaptive Conversations

AI agents conduct intelligent interviews, generating context-aware follow-up questions based on response gaps and confidence levels.

Confidence Evaluation

Real-time assessment of response completeness, consistency, and specificity with configurable thresholds (default 85%).

Structured Synthesis

Compiles final answers from multi-turn conversations, ensuring high-confidence, comprehensive responses.

Session Management

Persistent storage of conversation history with support for multiple interfaces: chatbot UI, REST API, and WebSocket.

AI Agent Skills

Generate Questions

Next question generation based on identified information gaps and confidence scoring.

Evaluate Confidence

Score response completeness using multiple criteria: completeness, consistency, and specificity (0-100 score).

Synthesize Answers

Compile structured final answers from multi-turn conversations with high confidence levels.

Validate Externally

Optional fact-checking and validation via external APIs and tool-calling architecture.

Use Cases

Customer Onboarding

Gather complete user profile information through intelligent, adaptive questioning until achieving high confidence in collected data.

Medical Triage

Collect symptom details with high confidence through targeted follow-up questions, ensuring comprehensive patient information.

Travel Planning

Elicit comprehensive travel preferences through adaptive conversations, building complete travel profiles.

Technical Support

Diagnose issues through targeted questioning, gathering complete problem descriptions for accurate resolution.

Research Surveys

Conduct research surveys with adaptive follow-ups, ensuring complete and high-quality responses.

Requirements Gathering

Collect software project requirements through intelligent interviews, ensuring nothing is missed.

Technology Stack

Backend

  • Framework: FastAPI (async Python web framework)
  • Agent System: LangGraph (stateful workflows)
  • LLM: Claude 3.5 Sonnet (Anthropic API)

Data Storage

  • Primary Database: PostgreSQL (flexible schema for conversations)
  • Cache: Redis (low-latency active session state)

Frontend

  • Primary Interface: Streamlit (chatbot web UI)
  • API: RESTful endpoints + optional WebSocket

Architecture

  • Pattern: Event-driven agent orchestration
  • Deployment: Docker containers (AWS/GCP)
  • Communication: Asynchronous message queues (Redis)

Pricing

Choose the version that fits your needs. Contact us for detailed pricing information.

Add-on

Current

Perfect for teams looking to add InsightFlow AI capabilities to their existing workflows.

  • Adaptive conversation engine
  • Confidence scoring (85%+ threshold)
  • Structured answer synthesis
  • Session management
  • REST API access
  • Standard support

Enterprise

Coming Soon

Tailored solution for large organizations with complex requirements and custom needs.

  • All Pro features
  • Custom AI model training
  • On-premise deployment options
  • White-label capabilities
  • Dedicated account manager
  • 24/7 premium support
  • SLA guarantees
  • Custom confidence thresholds

Interested in InsightFlow AI?

Request more information, schedule a demo, or discuss custom implementation options

Note: We believe in transparency and honesty—always focusing on your long-term success.

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