Proposal & Quotation Creation

Use AI to automate and optimize sales proposal and quotation creation workflows.

Business impact

• Proposal turnaround time — AI automation accelerates proposal generation, reducing time to delivery
• Sales efficiency — Automated workflows free sales teams to focus on closing deals
• Win rates — Faster, accurate proposals increase chances of winning contracts
• Operational efficiency — Unified platforms reduce bottlenecks and manual errors in proposal workflows

Data requirements

• CRM data (Structured) — Used to personalize proposals with client-specific information
• Historical proposal documents (Text) — Provide templates and content patterns for AI generation
• Pricing and product catalogs (Structured) — Supply up-to-date pricing and product details for quotations
• Approval workflows and audit logs (Structured) — Track proposal status and enforce governance

AI methods and techniques

• Generative AI — Generate tailored proposal content and quotations based on input data
• Agentic AI — Automate multi-step workflows including approvals and document assembly
• Predictive AI — Forecast proposal success likelihood and optimize content accordingly

AI models and model families

Claude, ChatGPT, GPT-4o

Industries

Real-world evidence

2 documented case studies on record.

Companies using this: Hearst, SEQUESTO.