发布于 2026年10月01日 · 我们在聚合该职位时确认过此信息
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AI PROPOSAL & BID INTELLIGENCE PLATFORM — B2B SaaS Product Vision: Build a scalable SaaS platform that becomes the company's central system for discovering, qualifying, understanding, responding to and managing RFPs, RFIs, RFQs, Tenders, DDQs and Security Questionnaires. 1. OPPORTUNITY & REQUIREMENT INTELLIGENCE • Upload/import PDF, DOCX, XLSX, email or tender URL • Automatically extract customer, deadlines, scope, evaluation criteria and submission rules • Convert large RFPs into structured requirements/questions • Classify requirements: Technical, Commercial, Legal, Security, Compliance, Mandatory/Optional • Identify dependencies, missing information and critical requirements • AI-assisted Bid/No-Bid analysis showing capability match, gaps and risks 2. ENTERPRISE KNOWLEDGE BRAIN • Central repository for previous proposals, approved Q&A, case studies, product documents, certifications, policies, security answers, CVs and architectures • Semantic + keyword search across all company knowledge • RAG-based retrieval with source/evidence references • Content versioning, ownership, approval and expiry/review dates • Detect outdated/duplicate content and maintain a trusted "Single Source of Truth" 3. AI RESPONSE & PROPOSAL ENGINE • Generate a tailored answer for every RFP requirement using approved company knowledge • Show supporting evidence/source documents with every AI-generated response • Confidence indicator + "Evidence Not Found" / "Human Review Required" flags • Rewrite, shorten, expand, summarize, translate and change response tone • Preserve customer's original question/section structure • Generate executive summary, solution approach, methodology, differentiators and win themes 4. COLLABORATIVE BID WORKSPACE • Bid Manager dashboard with overall completion and deadline tracking • Assign questions/sections to SMEs, Architects, Security, Legal, Finance and Sales • Comments, mentions, review/approval workflow and version history • Requirement-to-response traceability • Automatic reminders and escalation for overdue tasks • Final compliance check: unanswered requirements, contradictions, unsupported claims and missing evidence 5. OUTPUT, INTEGRATION & BUSINESS INTELLIGENCE • Export final response to DOCX, PDF, XLSX and PPTX while retaining required structure • REST API for external applications • Future connectors: SharePoint, OneDrive, Google Drive, Salesforce, Microsoft 365, Slack/Teams and CRM • Dashboard for RFP volume, response time, SME workload, content reuse, compliance and bid outcomes • Multi-tenant architecture with Organization → Teams → Users → Roles → Projects • Enterprise-ready path: SSO, audit logs, encryption, private cloud and configurable AI models SCALABILITY DESIGN: Organizations: 1 → 10,000+ | Users/Org: 10 → 10,000+ | RFPs/Org: 10 → 100,000+ | Documents/RFP: 20 → 1,000+ | Document Size: 25MB → 1GB+ | Knowledge Documents: 100 → 1M+ | AI Providers: Single → Multi-model | Deployment: Cloud → Private Cloud/Enterprise IMPORTANT: Build the first commercial version around this complete product architecture; do NOT hard-code small MVP limits. The initial implementation may activate fewer integrations/features, but database, APIs, RBAC, document processing, RAG and multi-tenant architecture must remain scalable. TECHNOLOGY FOUNDATION • Frontend: Next.js / React • Backend: Python / FastAPI • Database: PostgreSQL • Vector Search: pgvector • Document Processing: Apache Tika / Unstructured or equivalent • AI/RAG: LLM API + configurable RAG framework • File Storage: Cloud object storage • API: REST • Authentication: Secure authentication + RBAC • Deployment: Docker + Cloud-ready architecture • Source Control: Git/GitHub • Architecture should remain AI-model agnostic wherever practical. MILESTONES, DELIVERABLES & PAYMENT( No Negotiation and Only serious Freelancer who agrees can chat with us ) MILESTONE 1 — PRODUCT FOUNDATION Deliverables: • Complete SaaS UI structure. • Dashboard. • Navigation. • Major product modules. • Initial database architecture. • Backend/frontend project structure. • Git repository. • Docker setup. • Basic technical architecture document. Cost: ₹500 MILESTONE 2 — ORGANIZATION, USERS & SECURITY Deliverables: • User registration/login. • Organization creation. • User management. • Admin/User/Reviewer roles. • RBAC. • Organization-level data separation. • Basic authentication/security. Cost: ₹500 MILESTONE 3 — RFP/RFI/TENDER INTELLIGENCE Deliverables: • PDF/DOCX/XLSX upload. • Document processing. • Text extraction. • Document metadata. • Requirement/question extraction. • Requirement classification. • RFP summary. • Deadline and key-information extraction. Cost: ₹1,000 MILESTONE 4 — BID/NO-BID & OPPORTUNITY INTELLIGENCE Deliverables: • Capability matching. • Requirement gap identification. • Mandatory requirement identification. • Risk identification. • Eligibility/certification identification. • Structured Bid/No-Bid analysis. • User override capability. Cost: ₹1,000 MILESTONE 5 — ENTERPRISE KNOWLEDGE BRAIN Deliverables: • Knowledge repository. • Company document upload. • Document categorization. • Embeddings. • Vector search. • RAG pipeline. • Source-document retrieval. • Knowledge metadata. • Version/review-date foundation. Cost: ₹1,000 MILESTONE 6 — AI RESPONSE ENGINE Deliverables: • Requirement-by-requirement AI response generation. • RAG-based contextual responses. • Evidence/source display. • Confidence/evidence status. • Evidence Not Found flag. • Human Review flag. • Response regeneration. • Rewrite/shorten/expand functionality. Cost: ₹1,000 MILESTONE 7 — COLLABORATIVE PROPOSAL WORKSPACE Deliverables: • Proposal workspace. • Requirement assignment. • SME assignment. • Comments. • Review workflow. • Approval workflow. • Status tracking. • Version history. • Requirement-to-response traceability. • Proposal completion dashboard. Cost: ₹1,000 MILESTONE 8 — QUALITY, COMPLIANCE & OUTPUT Deliverables: • Requirement coverage checker. • Unanswered requirem