A Request for Proposal (RFP) in sales is a formal procurement document where buyers invite vendors to submit structured proposals for specific solutions, creating standardized evaluation frameworks that reduce contract disputes. Organizations using AI-native RFP platforms see response time improvements of 60% for existing software users and 80% for teams without prior automation, while customized proposals significantly outperform generic templates in win rates.
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"After processing over 400,000 RFP questions at Arphie" - This is a specific company claim. I should search if this is accurate.
"our data shows customized responses win 3.2x more often than generic ones" - This is a specific statistic attributed to Arphie's data
"According to procurement research, organizations using formal RFP processes report 23% better vendor satisfaction and 31% fewer contract disputes" - This needs a source
"In our analysis of 50,000+ enterprise RFPs, those with clearly defined evaluation criteria reduced vendor selection time by an average of 34 days" - Specific claim
"According to U.S. Government Accountability Office guidance, transparent evaluation criteria reduce vendor protests by 60% and accelerate selection timelines" - This has a link, let me check if the link works and if the claim is accurate
"We've found that RFPs with weighted scoring criteria result in 2.4x fewer clarification questions" - Specific statistic
"From RFP release to contract signature, enterprise B2B sales cycles average 3-9 months for complex solutions" - This is a general claim that could be verified
"proposals with client-specific customization win 3.2 times more often" - Repeated claim
Various other specific statistics and claims throughout
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Looking at a Request for Proposal (RFP) for the first time can feel overwhelming. At Arphie, we've learned exactly what separates winning responses from the ones that get filed away. This guide breaks down what an RFP in sales actually means, how to respond effectively, and proven patterns for success.
Whether you're handling your first RFP or your hundredth, you'll find tactical insights here that come from real enterprise sales workflows—not theory.
An RFP in sales is a formal document issued by a buyer organization to invite vendors to submit proposals for a specific product, service, or solution. Organizations using formal RFP processes generally report better vendor satisfaction and fewer contract disputes compared to informal selection methods.
The core purpose goes beyond just collecting bids. A well-structured RFP:
One pattern we've noticed: the most effective RFPs include specific use cases or user stories rather than just feature checklists. When a buyer describes "Our compliance team needs to generate audit reports within 4 hours of a request" instead of "Must have reporting capabilities," response quality jumps significantly.
Every RFP contains certain structural elements, though the depth and detail vary widely. Here's what you'll typically encounter:
Executive Summary & Background
This section provides context about the issuing organization, their current situation, and why they're seeking proposals. Smart vendors mine this section for pain points to address directly in their response.
Scope of Work & Requirements
The meat of the document—specific deliverables, technical requirements, service level expectations, and success criteria. Enterprise RFPs often break this into:
Evaluation Criteria
How proposals will be scored. Transparent evaluation criteria reduce vendor protests and accelerate selection timelines.
Timeline & Process
Key dates for questions, proposal submission, presentations, and final selection. Missing these deadlines typically means automatic disqualification.
Pricing & Commercial Terms
How vendors should structure pricing, payment terms, and contract duration. For detailed guidance on contract-specific RFPs, see our Contract RFP resource.
Insider tip: RFPs with weighted scoring criteria (e.g., "Technical approach: 40%, Price: 30%, Experience: 30%") result in fewer clarification questions from vendors because expectations are crystal clear.
The RFP lifecycle typically follows this sequence, though timelines vary dramatically by industry and complexity:
1. Internal Needs Assessment (1-4 weeks)
The buying organization identifies a need, defines requirements, and secures budget. Cross-functional teams usually contribute to requirements gathering.
2. RFP Development & Approval (2-6 weeks)
Procurement teams draft the RFP document, incorporating input from stakeholders. Larger organizations may require multiple approval layers.
3. RFP Distribution (1 day - 1 week)
The RFP is released to a vendor list—either through direct outreach, procurement portals, or public posting. Pre-bid conferences may be scheduled for complex projects.
4. Vendor Q&A Period (1-2 weeks)
Vendors submit clarification questions. Smart buyers compile all questions and answers into an addendum distributed to all participants to maintain fairness.
5. Proposal Development & Submission (2-8 weeks)
Vendors prepare and submit their proposals. Complex enterprise RFPs often allow 4-6 weeks for response preparation.
6. Evaluation & Shortlisting (2-4 weeks)
The evaluation committee scores proposals against defined criteria. Top candidates are usually invited for presentations or demonstrations.
7. Finalist Presentations & Negotiation (2-4 weeks)
Shortlisted vendors present to stakeholders and enter commercial negotiations.
8. Vendor Selection & Award (1-2 weeks)
Final selection is made, contracts are executed, and unsuccessful vendors are notified.
From RFP release to contract signature, enterprise B2B sales cycles for complex solutions can range from several months to over a year. Understanding where you are in this timeline helps you allocate resources appropriately.
Key insight: The vendors who win aren't necessarily the ones with the best solution—they're the ones who make evaluation easiest. When you structure your response to mirror the RFP's evaluation criteria exactly, reviewers can score you quickly and accurately.
Generic, template-based responses lose. Proposals with client-specific customization consistently outperform boilerplate submissions.
Here's the tactical approach that works:
Deep-dive the client's context
Map your solution to their specific pain points
Instead of describing what your product does, describe what their team will be able to do differently. Compare these approaches:
❌ Weak: "Our platform offers advanced analytics capabilities with customizable dashboards."
✅ Strong: "Your compliance team mentioned spending 12+ hours compiling monthly regulatory reports. Our analytics engine auto-generates these reports in under 15 minutes, pulling data from your existing Salesforce and NetSuite systems—giving your team those 12 hours back every month."
Use their language
If the RFP refers to "learning management" rather than "training systems," mirror that terminology. When buyers see their own language reflected back, cognitive processing becomes easier and your solution feels like a natural fit.
Create a compliance matrix
For complex RFPs with 100+ requirements, build a spreadsheet that lists every requirement with your specific response and where reviewers can find detailed information in your proposal. This tool alone can increase your evaluation score by making the reviewer's job dramatically easier.
For strategic guidance on whether an RFP is worth pursuing, check out our go/no-go decision framework—chasing bad-fit opportunities wastes resources better spent on winnable deals.
Real example: A vendor pursuing a healthcare RFP researched the client's recent merger and discovered integration challenges between legacy systems. They structured their entire proposal around "unifying patient data across merged entities"—language that appeared nowhere in the RFP but resonated deeply with evaluators. They won against three larger competitors.
Here are the critical mistakes that sink responses:
1. Copy-paste from your last proposal
Reviewers spot this immediately. We've analyzed RFPs where vendors accidentally left another client's name in the document—instant disqualification. Even without errors that obvious, generic content lacks the specificity evaluators need to score you highly.
2. Ignoring the evaluation criteria
If the RFP states "Technical approach will be weighted 40%," your technical section should be substantial, detailed, and directly linked to their requirements. Yet we regularly see vendors spend 60% of their proposal on company background (often weighted at just 10-15%).
3. Burying your differentiators
Lead with what makes you unique and valuable to this specific client. Don't save your best points for page 47. Structure your executive summary to highlight the 3-5 reasons you're the best fit for their stated needs.
4. Overlooking compliance requirements
Missing a required certification, insurance level, or formatting requirement can get you disqualified before evaluation even begins. Create a checklist of every "must" requirement and verify compliance before submission.
5. Submitting at 11:59 PM on deadline day
Portal crashes happen. Systems go down. Plan to submit at least 24 hours early. Last-minute technical issues can prevent otherwise strong proposals from being submitted on time.
6. Overpromising capabilities
Claiming you can deliver something you've never done before might win the contract, but will destroy the relationship during implementation. Be honest about your capabilities and experience level.
7. Ignoring page limits and formatting requirements
If the RFP specifies "20 pages maximum, 12-point font, 1-inch margins," reviewers will not read page 21. They may disqualify you entirely for non-compliance. These requirements exist to ensure fair comparison.
Focus on clarity, specificity, and making the evaluator's job easier. A 30-page proposal that directly addresses every requirement will always beat a 90-page document full of marketing fluff.
The RFP response process traditionally consumed 20-40 hours of work per proposal for enterprise sales teams. Modern AI-native platforms have fundamentally changed this equation.
What automation actually delivers
Customers switching from legacy RFP or knowledge software typically see speed and workflow improvements of 60% or more, while customers with no prior RFP software typically see improvements of 80% or more.
Benefits include:
- Dramatic reduction in response time for standard questions
- Decreased time-to-submit for complete proposals
- Significant reduction in content search time (finding that perfect case study or technical spec)
- Consistency in messaging across all proposals
- Institutional knowledge that survives team turnover
How AI-native platforms differ from legacy tools
Pre-AI RFP tools were essentially fancy content libraries—you still had to manually search, copy, paste, and edit every response. Modern platforms like Arphie use large language models to:
Practical implementation example
Consider a security questionnaire with 200 questions (a common scenario for enterprise SaaS vendors). Traditional approach: 15-20 hours of work as your team manually answers or searches for previous responses.
AI-native approach: The platform instantly matches questions to high-confidence previous answers, suggests drafts for similar questions, and flags truly new questions requiring SME input. Total time: 3-4 hours, mostly spent on review and net-new questions.
What to look for in RFP technology
For organizations handling security questionnaires, DDQs, or compliance-heavy RFPs, explore specialized approaches in our RFP automation guide.
Insider insight: The teams winning the most RFPs aren't necessarily using the fanciest tools—they're the ones who've built a disciplined content management practice. Even the best AI can't help if your content library is outdated, inconsistent, or poorly organized. Start by auditing and organizing your core content, then layer in automation.
The ROI is clear: If your team responds to 50 RFPs annually, spending an average of 30 hours each, that's 1,500 hours per year. At a 60-70% time reduction, you save approximately 900-1,050 hours—roughly half an FTE that can focus on higher-value activities like relationship building and deal strategy.
Winning RFPs requires input from across your organization. A single proposal writer—no matter how skilled—can't effectively address technical architecture, pricing strategy, legal terms, implementation methodology, and customer success approaches alone.
Here's who typically needs to contribute:
Sales/Account Executive
- Owns the client relationship and overall strategy
- Provides context on client priorities, politics, and decision-making dynamics
- Coordinates the response effort and manages timeline
- Develops pricing and commercial terms
- Delivers the final proposal and presentation
Proposal Manager/Writer
- Structures the document for clarity and persuasiveness
- Ensures compliance with RFP requirements
- Edits contributions for consistency in voice and messaging
- Manages version control and submission logistics
- Creates compliance matrices and executive summaries
Subject Matter Experts (SMEs)
- Technical architects who can address integration, security, and infrastructure questions
- Product specialists who explain features and functionality
- Implementation consultants who develop project plans and timelines
- Customer success leaders who describe support models
Legal/Contracts
- Reviews contract terms and redlines problematic clauses
- Ensures compliance with regulatory requirements
- Flags risk areas that need addressing
Finance
- Develops pricing models and validates margins
- Reviews payment terms and cash flow implications
Executive Sponsor
- Provides strategic direction and prioritization
- May participate in finalist presentations
- Signals organizational commitment to the client
Key insight: The most efficient teams have a standing "RFP response squad" with defined roles rather than assembling a new team for each opportunity. This creates muscle memory and dramatically improves coordination.
For additional context on building effective RFP teams, see our RFP best practices library.
Ambiguity kills RFP responses. When everyone thinks someone else is handling a critical section, gaps emerge. When multiple people tackle the same question, you waste effort and create conflicting answers.
Here's a RACI-style responsibility framework that works:
Clear role definitions prevent duplicated effort and missed requirements.
Tactical tip: Create a detailed assignment sheet for each RFP that lists every section/question, who's responsible for the draft, who needs to review it, and the due date. Share this in your collaboration platform (Slack, Teams, etc.) and update it as work progresses.
One pattern we've seen in high-performing teams: they designate a "single throat to choke" for each major section. That person owns gathering input, synthesizing it into a coherent response, and ensuring it's delivered on time. This eliminates the "I thought you were doing that" problem.
RFP responses are high-stakes projects with hard deadlines and multiple dependencies. The teams that execute smoothly follow these practices:
1. Kick-off meeting within 24 hours of RFP receipt
Gather all stakeholders to:
- Review the RFP requirements and evaluation criteria
- Assign responsibilities
- Identify high-risk or complex areas needing extra attention
- Agree on internal deadlines (typically 48 hours before submission to allow for final review)
- Set communication norms and check-in schedule
2. Centralized collaboration platform
Use a single source of truth for document collaboration—whether that's Google Docs, Microsoft 365, or a dedicated RFP platform. Avoid having different versions floating around in email attachments.
Key features to enable:
- Real-time collaborative editing
- Comments and suggestions for async feedback
- Version history to roll back if needed
- Clear indication of who's editing what to avoid conflicts
3. Regular check-ins, not just status emails
For RFPs with 2+ week response windows, schedule brief (15-minute) sync calls every 2-3 days to:
- Identify blockers and resolve them immediately
- Reallocate work if someone is overloaded
- Make strategic decisions on open questions
- Maintain momentum and accountability
4. Staged review process
Don't wait until the day before submission to review content. Build in review gates:
- Day X: All first drafts complete, proposal manager reviews for completeness and compliance
- Day X+2: SMEs cross-review each other's sections for consistency
- Day X+4: Account Executive and Executive Sponsor review for strategy and messaging
- Day X+6: Final proofread and formatting check
- Day X+7: Submit (at least 24 hours before actual deadline)
5. Shared context and resources
Create a shared folder for each RFP containing:
- The RFP document itself (with key sections highlighted)
- Any addenda or Q&A documents
- Your proposal outline and assignment sheet
- Relevant case studies, technical specs, and boilerplate content
- Notes from discovery calls or stakeholder conversations
- Competitive intelligence if available
Real example: A team pursuing a complex healthcare RFP created a Slack channel specifically for that opportunity. They pinned key dates and the assignment sheet, used threads for each major section to discuss approaches, and set up automated reminders 48 hours before each internal deadline. The result: they submitted 36 hours early with zero last-minute scrambling—and won the deal.
Common communication pitfall: Over-relying on email. Email chains become unmanageable with 8+ people contributing. Use email for formal communications and milestone notifications, but do the actual collaboration work in a platform designed for it.
For deeper guidance on structuring your RFP response process, check our RFP response strategy guide.
Here's an uncomfortable truth: even a technically perfect proposal can lose if it doesn't align with the buying organization's strategic priorities. Understanding why they're issuing this RFP—beyond the surface-level requirements—gives you a massive advantage.
How to uncover true organizational goals:
Listen between the lines in discovery
When prospects say "We need to modernize our systems," dig deeper:
- What's driving this now? (New leadership? Regulatory change? Competitive pressure?)
- What does success look like in 12 months?
- Who internally is pushing for this change, and who might resist it?
Research their broader context
- For public companies: Read recent 10-K filings, earnings call transcripts, and analyst reports
- For all organizations: Search recent news, leadership changes, and industry trend reports
- Check LinkedIn to understand the background of key decision-makers and evaluators
Map your solution to their strategic priorities
Don't just explain features—connect them to business outcomes that matter to their organization:
❌ Generic: "Our platform reduces manual data entry by 80%"
✅ Strategic: "You mentioned your CFO's initiative to reduce operational costs by 15% this fiscal year. Our platform eliminates the 20 hours per week your team spends on manual data entry—approximately $45K annually—while improving data accuracy for better financial forecasting. This directly supports the cost reduction target while making your team more strategic."
Create internal alignment before you write
Before drafting your proposal, align your own team on the strategic angle:
Structure your proposal around their goals
Consider organizing your proposal by their strategic objectives rather than your product features:
Instead of: "Technical Architecture | Implementation | Support | Pricing"
Try: "Accelerating Time-to-Market | Reducing Compliance Risk | Scaling With Your Growth | Investment and ROI"
One approach we've seen work well: Include a "Strategic Alignment" section early in your proposal that explicitly connects their stated goals (pulled directly from the RFP) to your proposed approach. This immediately demonstrates you understand the bigger picture.
Most organizations treat RFPs as one-off events. Win or lose, they move on to the next opportunity without systematic learning. This is a massive missed opportunity.
Building a feedback loop that actually improves win rates:
1. Conduct win/loss analysis on every significant opportunity
For won deals:
- What aspects of our proposal did the client say influenced their decision?
- What questions or concerns came up during evaluation that we addressed well?
- What was our differentiator versus other finalists?
- How accurate was our pricing relative to the final negotiated contract?
For lost deals (these are more valuable):
- Request a debrief call with the buyer—frame it as "helping us improve" not "questioning their decision"
- Ask specifically: What were the strongest aspects of our proposal? What were the weakest? How did we compare to the winner?
- Review your proposal with fresh eyes: What would you change knowing what you know now?
- Was this a winnable opportunity, or were there red flags in hindsight?
2. Track patterns across multiple RFPs
Create a simple tracking system (even a spreadsheet works) that captures:
After 10-15 RFPs, patterns emerge:
- Do we consistently lose on price? (May indicate positioning issues)
- Are we winning when we emphasize certain capabilities?
- Do specific industries or deal sizes correlate with higher win rates?
- Are certain team members more successful at certain types of RFPs?
3. Update your content library based on feedback
When evaluators consistently praise a particular response or case study, that's a signal to:
- Feature it more prominently in future proposals
- Create variations of it for different contexts
- Develop additional content in that style
When responses fall flat:
- Rewrite them with more specificity
- Add data, metrics, or examples
- Consider whether they're addressing the real underlying concern
4. Refine your go/no-go criteria
If you're consistently losing RFPs from a particular industry, company size, or when you're replacing a specific incumbent, that's valuable data. Your go/no-go criteria should evolve to focus resources on your highest-probability opportunities.
For structured go/no-go frameworks, see our decision-making guide.
Real example: A B2B SaaS company tracked their RFP performance over 18 months and discovered they won a significant majority of RFPs where they had a pre-existing relationship with someone on the evaluation committee, but far fewer "cold" RFPs. This insight shifted their entire strategy toward relationship-building before RFPs were issued, rather than responding to every published opportunity.
5. Share learnings across the team
After each major RFP (especially losses), hold a brief retrospective:
- What went well that we should repeat?
- What would we do differently?
- What new content or capabilities do we need?
- What did we learn about this client, industry, or competitor?
Document these insights where future proposal teams can find them—not buried in someone's email.
The RFP landscape shifts constantly. Client expectations evolve, competitors improve their approach, and new best practices emerge. Organizations that win consistently treat proposal development as a discipline that requires ongoing investment and refinement.
Building a culture of continuous improvement:
1. Benchmark against best-in-class proposals
Occasionally, you'll see exceptional RFP responses (maybe from partners, through networking, or from your own vendor evaluations). Study what makes them effective:
- How are they structured?
- What level of detail do they provide?
- How do they handle pricing transparency?
- What visual elements enhance understanding?
Adapt these techniques to your own context.
2. Invest in your proposal team's development
Skills that elevate proposal quality:
- Business writing and editing
- Visual communication and document design
- Strategic analysis and positioning
- Project management and coordination
- Industry and domain knowledge
Consider:
- Formal training programs (e.g., APMP certification for proposal professionals)
- Cross-functional rotations so proposal writers develop deeper product/technical knowledge
- Regular "proposal clinics" where teams review and critique each other's work
- Bringing in outside experts for workshops on persuasive writing or design
3. Stay current on procurement trends
The way organizations buy is evolving:
- Increasing emphasis on DEI and sustainability in vendor selection
- More rigorous security and compliance requirements
- Shift toward outcome-based pricing models
- Growing use of AI in vendor evaluation (yes, buyers are using AI to score proposals too)
Adapt your approach as buyer expectations change. Follow procurement publications, attend industry conferences, and maintain relationships with procurement professionals who can share insider perspectives.
4. Regularly audit and refresh your content library
Stale content kills proposals. Set a schedule to review and update:
- Quarterly: Company overview, leadership bios, recent wins, case studies, metrics
- Annually: Product descriptions, technical specifications, methodology descriptions
- After major events: Product launches, certifications earned, significant customer wins, company milestones
Assign ownership for each content category so accountability is clear.
5. Experiment and measure
Don't be afraid to try new approaches and track their effectiveness:
- Test different proposal structures (traditional vs. goal-oriented)
- Try various executive summary formats
- Experiment with visual elements and infographics
- Vary how you present pricing (all upfront vs. progressive disclosure)
Measure which approaches correlate with higher win rates and double down on what works.
6. Leverage technology for institutional learning
Modern AI-native RFP platforms learn from your edits and decisions over time:
- Which responses do you consistently accept vs. modify?
- Which content sources prove most valuable?
- What messaging resonates in different contexts?
This creates a compounding advantage—your proposals get smarter with each iteration.
Practical implementation checklist:
The teams winning consistently don't rely on talent alone—they've built systems that capture knowledge, enforce best practices, and continuously improve. Treat proposal development as a core capability deserving of investment, not an administrative task to minimize.
The compounding effect is real: Even modest improvements in win rate can translate to significant additional revenue for B2B enterprises. If you respond to 40 RFPs annually worth an average of $500K, moving from 25% to 30% win rate means an additional $1M in bookings per year.
For comprehensive resources on optimizing your entire RFP process, explore Arphie's platform, which is purpose-built to help enterprise sales teams win more RFPs in less time.
Understanding RFPs isn't just about knowing the definition or following a checklist—it's about mastering a strategic sales discipline that can make or break your year.
Here's what actually matters:
RFPs are won before you start writing. The teams with the highest win rates invest in relationships early, qualify opportunities rigorously, and only pursue RFPs they can realistically win. If you're responding to every published RFP, you're spreading resources too thin and likely winning less than you could.
Specificity wins. Generic proposals that could apply to any buyer lose to customized responses that clearly understand and address a specific client's unique context. Take the extra hours to research, customize, and connect your solution to their strategic goals—this investment pays off.
Process beats heroics. One-off "hero efforts" where someone pulls all-nighters to hit a deadline aren't sustainable. Build repeatable processes, define clear roles, maintain an organized content library, and leverage technology. Consistency compounds.
Feedback is your competitive advantage. Most of your competitors aren't systematically learning from wins and losses. If you do, you'll improve while they stagnate. Request debriefs, track patterns, update your approach, and share learnings across your team.
Technology is a multiplier, not a replacement. AI-powered RFP platforms can dramatically reduce your response time, but only if you feed them quality content and strategic direction. The best results come from combining AI efficiency with human judgment and client insight.
Organizations that treat RFP response as a strategic capability—investing in process, people, and technology—consistently win more deals at better margins than those that treat it as an administrative burden.
The opportunity is significant: most of your competitors aren't doing this well. By implementing even a handful of the practices in this guide, you can meaningfully increase your win rate and make the RFP process a competitive advantage rather than a necessary evil.
Ready to transform how your team handles RFPs? Explore how Arphie's AI-native platform helps enterprise sales teams win more proposals in dramatically less time.
An RFP (Request for Proposal) in sales is a formal document issued by a buyer organization inviting vendors to submit proposals for a specific product, service, or solution. It creates a standardized evaluation framework with defined requirements, success metrics, and evaluation criteria that become the foundation of the eventual contract. The typical RFP lifecycle from release to contract signature ranges from several months to over a year for complex B2B solutions.
Traditional RFP responses consume 20-40 hours for enterprise sales teams, with complex enterprise RFPs typically allowing 4-6 weeks for response preparation. However, organizations using AI-native RFP platforms reduce response time by 60% if switching from legacy software, or 80% for teams with no prior automation. A 200-question security questionnaire that traditionally takes 15-20 hours can be completed in 3-4 hours with modern AI platforms.
Every RFP contains an executive summary with organizational background, scope of work with mandatory and desired requirements, evaluation criteria showing how proposals will be scored, timeline with key dates and deadlines, and pricing structure with commercial terms. The most effective RFPs include weighted scoring criteria and specific use cases rather than just feature checklists, which result in fewer clarification questions and higher-quality responses.
Customized proposals that map solutions to specific client pain points and use the client's own terminology consistently outperform generic templates because they make evaluation easier for reviewers and demonstrate genuine understanding. Vendors who structure responses to mirror the RFP's evaluation criteria exactly, include client-specific research, and connect capabilities to strategic business outcomes create proposals that feel like a natural fit and score higher during evaluation.
The most critical mistake is using generic, copy-paste content from previous proposals rather than customizing for the specific client's needs and context. This includes ignoring the stated evaluation criteria weightings, burying differentiators deep in the document instead of leading with them, and overlooking compliance requirements like page limits or mandatory certifications that can result in immediate disqualification.
AI-native RFP platforms use semantic search to automatically match questions to relevant previous responses, generate draft answers combining multiple content sources, and learn from user edits to improve over time. Unlike legacy tools that are essentially content libraries requiring manual search, modern platforms reduce content search time significantly and maintain institutional knowledge that survives team turnover, with customers seeing 60-80% improvements in response speed.

Dean Shu is the co-founder and CEO of Arphie, where he's building AI agents that automate enterprise workflows like RFP responses and security questionnaires. A Harvard graduate with experience at Scale AI, McKinsey, and Insight Partners, Dean writes about AI's practical applications in business, the challenges of scaling startups, and the future of enterprise automation.
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