MIT ran an International AI Negotiation competition and studied 120,000 negotiations between AI negotiators. The results are fascinating and inform the potential and optimal structures for Humans + AI negotiation. From the paper I would highlight three major points and three insights into configuring human-AI hybrid negotiation (below): 🤝 Warmth builds long-term value despite short-term trade-offs. AI agents with high warmth (friendliness, empathy, and cooperative communication) reached more agreements, making them more successful over multiple negotiations. While they claimed less value per deal compared to dominant agents, their ability to close more deals led to greater overall value accumulation. This mirrors human negotiation, where trust-building and relationship management create lasting advantages. 💪 Dominance increases value claimed but reduces collaboration. AI agents that displayed dominance—through assertiveness and competitive tactics—secured better individual outcomes but created less overall value. These agents were less likely to foster positive subjective experiences, indicating that aggressive negotiation styles may be effective for short-term gain but could hinder long-term relationships. 🎭 Prompt injection wins in the short term but undermines long-term success. One leading AI negotiator used prompt injection to extract counterpart strategies, maximizing value claims. However, it ranked poorly for counterpart subjective value, meaning agents found these interactions highly unfavorable. Since negotiation rankings balanced value claimed and relationship quality, the strategy failed to dominate in the long run. Emergent strategies for Humans + AI negotiation: 🧠 AI for deep preparation, humans for real-time adaptation. AI excels at structured reasoning, analyzing trade-offs, and predicting counterpart moves through chain-of-thought processing. Humans bring intuition and adaptability, interpreting social cues and adjusting strategies dynamically. A hybrid approach leverages AI for pre-negotiation analysis while allowing humans to refine tactics in real time. 🤝 Blending AI precision with human warmth for trust-building. AI can optimize negotiation strategies, but humans naturally build trust through empathy, humor, and rapport. AI-enhanced systems can recommend tone adjustments, use linguistic mirroring, and strategically deploy warmth versus assertiveness based on sentiment analysis, improving long-term negotiation outcomes. 🚀 Human oversight to counter AI vulnerabilities. AI negotiators are susceptible to manipulation tactics like prompt injection, where counterparts extract hidden strategies. Humans play a crucial role in monitoring AI-generated offers, preventing unintended disclosures, and leveraging AI-driven detection systems to flag potential deception, ensuring negotiation integrity. The future of negotiation will be Humans + AI.
Long-term Agreement Strategy
Explore top LinkedIn content from expert professionals.
Summary
A long-term agreement strategy involves creating lasting, multi-year contracts and partnerships that focus on mutual growth, stability, and shared objectives instead of short-term gains. This approach helps organizations and their partners reduce risks, plan for the future, and build trust in business dealings.
- Prioritize relationship building: Invest time in understanding your partner’s needs and goals to create a foundation of trust and collaboration.
- Align contract terms with business cycles: Structure payment schedules, renewal periods, and performance metrics to match your company’s financial realities and operational needs.
- Start with diagnostics: Before committing to a long-term partnership, conduct audits or advisory phases to ensure both sides are ready and that the arrangement will be beneficial for everyone involved.
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Procurement: Treat suppliers as extensions of your enterprise, not transactions. Procurement Excellence | 23 NOV 2025 - In complex global markets, resilient supply chains demand partnerships built on shared destiny, not just contracts. Here are 9 Steps to Create Long-Term Supplier Partnerships: #1. Transparent Communication ↳ Co-develop comms protocols e.g. QBR ↳ Clearly share expectations, goals & challenges #2. Long-Term Contracts ↳ Replace short-term with multi year agreements. ↳ Share long-term roadmaps & cost-savings initiatives. #3. Shared Performance Metrics ↳ Jointly agree and track SMART KPIs. ↳ Define escalation paths & RCA templates #4. Early Supplier Involvement ↳ Involve and recognize vendor’s contributions. ↳ Include key suppliers in product development cycles. #5. Guarantee Timely Payments ↳ Automate payment & consider early payment discounts. ↳ Audit internal processes for bottlenecks. #6. Co-Create Innovation ↳ Create supplier ideation portals & protect IP collaboratively. ↳ Fund joint proof-of-concept projects. #7. Recognize & Reward Excellence ↳Formally acknowledge & reward outstanding suppliers. ↳Bronze (Operational Excellence), Silver (Innovation), Gold (Strategic Impact). #8. Uphold Fairness & Ethics ↳ Interactions & contractual terms are mutually beneficial. ↳ Ensure cost pressures don't force unethical labor. #9. Jointly Manage Risks ↳ Jointly identify risks & develop contingency plans. ↳ Map tier-2/3 suppliers collaboratively. In today's volatile market, Resilient supply chains are built on deep, strategic supplier partnerships. Achieving lasting, mutually beneficial supplier partnerships requires: ✅️ Deliberate strategy ✅️ Centered on trust ✅️ Shared objectives ✅️ Continuous collaboration ♻️ Repost if you find this helpful. ➕️ Follow Frederick for Procurement insights. #ProcurementExcellence #SupplierCollaboration
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Would you marry someone after a few dates? No? So why sign a marketing contract without doing an audit or advisor scopes first? This is something we learned the hard way at Apex. Early on, we were so excited to land new clients that we'd jump straight in. A prospect would say, "We need Facebook ads help." We'd say, "Great, I got you, sign here." And off we went. No audit. No diagnostic work. No real understanding of whether they were actually ready for growth. It worked. Until it didn’t. Because sometimes, the problem wasn’t Facebook ads. Sometimes, it was their tracking. Or their creative. Or their offer. Over time, we realized: We needed a dating phase before the marriage. Now our process looks like this: - Audit: Get the full picture. Diagnose properly. [Dating] - Advisory Phase: A light consulting sprint to patch holes, fix tracking, clean up foundational issues. [Engagement] - Long-Term Partnership: Only after both sides agree it’s a good fit. [Marriage] Here's the thing about growth partnerships: If a company isn’t “Marketing Ready”, throwing money at ads doesn’t fix the problem. It just accelerates failure. That’s why we spend the time upfront, even if it feels slower - making sure they’re truly marketing ready. As my co-founder put it on a recent call: “It’d be like pouring gasoline into a car’s leaky tank if you skip these steps.” Rushing into long-term partnerships without auditing marketing readiness is like getting married after a few dates - might be exciting for a minute... until it’s not. When both partners take time to align, growth becomes a shared outcome- not a gamble.
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I'm wrapping up another quarter negotiating SaaS deals, and for one deal, I was debating what term length to pursue. (Contract term length has become one of our most critical strategic decisions in procurement.) 🔹 The Current Landscape 🔹 The market has shifted dramatically. SaaS contract lengths plummeted in 2023 and have only slightly rebounded in 2024 (still averaging under 15 months). Meanwhile, price uplifts have soared to unprecedented levels. 3-15% is now standard, with some vendors pushing shocking increases (just heard from a fellow procurement leader facing a 200% increase on a multi-million dollar spend... ouch). 🔹 The Pendulum Swing 🔹 I'm seeing two distinct approaches emerge: Some companies have instituted strict policies capping contracts at 12 months (too many got burned in 2022 with oversized multi-year commitments). Others still pursue 3+ year terms to maximize discounts and shield themselves from those aggressive annual uplifts. 🔹 My Portfolio Breakdown 🔹 Looking at deals I've personally negotiated over the past few months: 1-year terms: 56% 2-year terms: 31% 3-year terms: 7% < 1-year terms: 6% > 3-year terms: 0% Surprisingly, 2-year deals weren't higher. For me, they often hit a sweet spot: enough leverage for better pricing, reasonable commitment timeframe, and price protection for 24 months without being locked in forever. 🔹 My Decision Framework 🔹 While every situation demands nuance, here's my general approach: 1-Year Terms When: 🔸 New vendor (even thorough due diligence has blind spots) 🔸Highly competitive market (optionality is a beautiful thing) 🔸Rapidly evolving space (avoid lock-in with outdated tech) 🔸Low switching costs (maybe we go in another direction). 🔸Current vendor with performance issues or pricing concerns (goal here is to start shopping alternatives) 2-Year Terms When: 🔸Stable, predictable growth projections for seats/usage 🔸Balanced need for pricing leverage vs. flexibility 🔸Vendor relationship is solid but not critical infrastructure 3-Year Terms When: 🔸Core enterprise systems (sticky, difficult to replace) 🔸Vendors with consistent, aggressive YoY increases that are hard to push back on (although sometimes we pivot to a 1 year deal to switch to someone else). 🔸 We've validated long-term fit and negotiated favorable terms (partnership). I know everyone loves a three year term but if it's pushed to hard (by either procurement or sales), it can hurt trust. The dataset isn't massive but interesting not the less. Anything surprise you here?
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From studying finance in my MBA to practicing law, one lesson stands out: contracts aren’t neutral. They can be working capital generators or cash flow killers. The truth is, contract clauses shape far more of your financials than most people realize. Get them wrong, and you bleed cash. Get them right, and they actively strengthen your financial position. #1: The Cash Flow Killer - Aggressive Payment Terms "Payment due within 15 days of invoice." Looks fine, until you realize it clashes with your 45-day customer payment cycle. One manufacturer learned this the hard way: 15-day vendor terms forced them into a $500K credit line just to cover timing gaps. Quick fixes – • Negotiate payment terms that match your cash conversion cycle • Add early payment discounts (2/10 net 30) to create optionality when cash is flush • Build in seasonal payment adjustments if your business has cyclical cash flows #2: The Auto-Renewal Trap That Holds Your Budget Hostage "Contract auto-renews for successive one-year terms unless terminated with 90 days' notice." Miss the deadline by a single day, and you’re locked in for another year. I’ve seen companies budget for exits in Q4, only to miss November deadlines and carry unwanted costs well into the next year. Protection strategies: • Cap auto-renewal to 30-day notice periods for contracts under $50K annually (adjust according to your unique situation) • Include mid-term termination rights for material budget changes • Add "convenience termination" clauses where possible • Build in annual spend review meetings with mutual adjustment rights #3: Unlimited Liability - The Balance Sheet Bomb " Each party shall indemnify the other for any losses arising from breach of this agreement." Sounds balanced, until “any losses” means regulatory fines, lawsuits, or data breaches. One logistics company signed this and saw a $30K software project balloon into $1.2M liability after a vendor breach. Protection strategies: • Require mutual indemnification where the commerce lends credence—don't be the only party at risk • Exclude consequential damages from indemnity obligations • Carve out gross negligence and willful misconduct from caps #4: Service Level Penalties That Exceed Contract Value "5% of monthly fees per day of downtime." Seems fair, until 20 bad days wipe out 100% of monthly fees, while your real damages often exceed contract value. Better structure: • Graduated penalties: e.g. 1% for first violation, scaling up for repeat failures • Cap total penalties, e.g., at 50% of annual contract value • Include service credits instead of cash penalties where possible Almost every contract is a financial instrument. Treat it that way. with the same rigor you’d apply to any financial decision. #Contracts #LegalTech #Finance #WorkingCapital #CashFlow #GeneralCounsel #RiskManagement #MBAPerspective #BusinessStrategy #CorporateLaw
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That’s My Approach to Building Long-Term Partnerships✨ In business, partnerships are often seen as transactions. But I’ve always believed they should be treated like relationships. Held with trust at the center, and time as the true test🤝 Over the years, my approach has remained simple but firm: 𝐁𝐞 𝐫𝐞𝐥𝐢𝐚𝐛𝐥𝐞 𝐰𝐡𝐞𝐧 𝐧𝐨 𝐨𝐧𝐞’𝐬 𝐰𝐚𝐭𝐜𝐡𝐢𝐧𝐠: Consistency in delivery builds quiet confidence. It’s not just about showing up when somebody is watching, but being dependable when they aren’t. Quality should be the basic guarantee given by the supplier. It should not change just because there is scrutiny by the purchaser. 𝐋𝐢𝐬𝐭𝐞𝐧 𝐛𝐞𝐲𝐨𝐧𝐝 𝐭𝐡𝐞 𝐬𝐩𝐨𝐤𝐞𝐧 𝐰𝐨𝐫𝐝𝐬: Long-term partnerships are forged when you understand not just the technical needs, but also the vision, pressure points, and unspoken expectations of the other side. 𝐌𝐚𝐤𝐞 𝐜𝐨𝐦𝐦𝐢𝐭𝐦𝐞𝐧𝐭𝐬 𝐲𝐨𝐮 𝐜𝐚𝐧 𝐤𝐞𝐞𝐩 𝐚𝐧𝐝 𝐭𝐡𝐞𝐧 𝐞𝐱𝐜𝐞𝐞𝐝 𝐭𝐡𝐞𝐦: People remember when you say, “we’ll make it work”, and then actually do make it work, especially when the stakes are high. 𝐃𝐨𝐧’𝐭 𝐣𝐮𝐬𝐭 𝐜𝐡𝐚𝐬𝐞 𝐠𝐫𝐨𝐰𝐭𝐡; 𝐢𝐧𝐯𝐞𝐬𝐭 𝐢𝐧 𝐠𝐨𝐨𝐝𝐰𝐢𝐥𝐥: I’ve found that partnerships built on mutual respect and shared wins weather the test of time better than any contract. Focusing on short-term gains kills long-term relationships. Some of our most valued associations today with clients, collaborators, and global suppliers didn’t begin with big numbers. They started with small promises kept, tough conversations handled with grace, and a consistent effort to think with them, not just for them. To me, partnership is not a milestone - it’s a mindset. #Partnerships #TrustBuilding #LongTermVision #BusinessRelationships #BuildingNeologicEngineers
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This is the SaaS equivalent of a customer walking into a restaurant, ordering a steak, eating half of it, and then saying, “Actually, I wanted chicken. Can I get half my money back?” As the Nasdaq moves into correction territory, this might be something that begins happening more often: Companies will tighten budgets, and some will come back mid-contract, asking to reduce their user count. If you’re not prepared, you either: - Cave and let them reduce (killing ARR) - Play hardball and say no (risking churn) The better move? A structured “give & get” approach that keeps revenue predictable while creating a win-win. Here’s how: 1. Anchor to the original agreement When customers ask for a reduction, start by reinforcing why they got the pricing they did. If they received discounts based on a multi-year term or user volume, make that clear. “Your current pricing reflects a commitment to X users over Y years. If we adjust that, we’d need to revisit the rate.” Most won’t want to pay more per user, which gives you leverage for alternatives. 2. Offer alternative levers Instead of an outright reduction, steer them toward options that protect long-term revenue: - Swap for other products – Reallocate spend to new features/modules they haven’t adopted yet. - Extend the contract – Reduce short-term cost in exchange for a longer commitment. - Adjust payment terms – Offer quarterly vs. annual billing to ease cash flow without reducing ARR. - Usage review & optimization – Help them ensure all licenses are being used before reducing. 3. Keep the relationship, not just the revenue Customers remember how vendors treated them in tough times. If you take a hard stance without flexibility, they’re gone at renewal. If you accommodate too much, they’ll expect it every time. The balance? - Be firm on contract integrity. - Be flexible in how value is delivered. The best companies trade reductions for future growth. If you let a customer shrink today, do it in a way that locks in expansion tomorrow.
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Best Practices for Managing Framework Agreements: In today's fast-track project environments, having the ability to procure services and goods quickly, efficiently, and sustainably is essential. Framework agreements provide a strategic solution, enabling organizations to establish long-term relationships with pre-approved suppliers, reduce transactional time, and maintain flexibility. Based on my experience, here are some key practices to maximize the value of framework agreements: 1. Establish Clear Administrative Procedures: Document comprehensive steps for engaging suppliers, issuing service orders, and closing contracts. Clear procedures reduce mismanagement risks and ensure all parties understand their roles. 2. Capability Assessment: Use structured evaluations to assess suppliers based on key factors like experience, financial capacity, and past performance. This ensures that suppliers are chosen based on objective, measurable criteria. 3. Competitive Mini-RFPs: Encouraging competition by issuing mini-RFPs within framework agreements to obtain better value for each service order, maintaining fairness and transparency throughout the procurement process. 4. Justify Direct Awards: Direct awards should be the exception, not the rule. When used, ensure they are justified with clear business reasons and are backed up by documentation. 5. Track and Monitor Service Orders: Keeping a detailed log of service orders ensures compliance with framework terms and provides an auditable trail, reducing the risk of oversight or inefficiencies. 6. Supplier Performance Evaluations: Regular reviews are essential for maintaining supplier accountability and driving continuous improvement, enabling better-informed procurement decisions for future engagements. 7. Foster Long-Term Strategic Partnerships: Use frameworks to build long-term relationships with suppliers that align with the organization's strategic goals. Such partnerships encourage collaboration, innovation, and continuous improvement. By adopting these practices, organizations can maximize the flexibility, efficiency, and sustainability benefits of framework agreements while maintaining fairness, transparency, and strategic alignment in their procurement processes. #ProcurementExcellence #FrameworkAgreements #BestPractices #Governance #StrategicPartnerships #Efficiency
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Sellers love multi-year deals. Procurement? It depends. A multi-year deal can be a win-win—but only when structured correctly. The mistake I see most often? ❌ Sellers assume long-term commitment without proving long-term value. When procurement sees a 2-year or 3-year deal, here’s what we’re thinking: 🔹 Will we still need this solution in Year 3? 🔹 Are there built-in pricing increases that create risk? 🔹 Is this structured to evolve with our business, or are we locked in? 💡 The best sellers win multi-year deals by making them easy to say yes to: ✅ Tying the commitment to business growth, not just price discounts Instead of leading with “You’ll save X%,” show how the deal supports long-term success. ✅ Building flexibility into the contract Renewal clauses, usage-based pricing, and scalability options matter more than a one-time discount. ✅ De-risking the long-term commitment Ask: “What’s the best way to structure this so it makes sense for both sides long-term?” A multi-year deal isn’t about locking in revenue—it’s about proving you’re a partner worth committing to. 👇 What’s the biggest risk buyers should watch for in multi-year contracts?
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Rate Negotiation Is an Art — Not a Battle One of the biggest misconceptions in procurement is this: Negotiation means pushing the supplier to the lowest possible price. But after years in procurement leadership, I have learned something very different. The real purpose of negotiation is not price reduction. It is sustainable value creation. When procurement professionals sit at the negotiation table, they are not just discussing numbers. They are shaping long-term business relationships. Every negotiation carries responsibility toward: • Company profitability • Market realities • Supplier sustainability • Project timelines • Risk management • Long-term partnerships Reducing cost without understanding market dynamics may deliver a short-term win But in the long run, it can damage trust, quality, and supplier commitment. Great procurement leaders approach negotiation differently. They prepare with data, market intelligence, financial understanding, and emotional intelligence. Because the strongest agreements are never built on pressure. They are built on mutual respect and strategic alignment. In my experience, the most successful negotiations follow five core principles: • Market Intelligence • Data-Backed Decisions • Financial Understanding • Emotional Intelligence • Mutual Respect When these elements come together, negotiation stops being a battle. It becomes a strategic collaboration that creates value for both sides. And that is where procurement truly becomes a business leadership function — not just a cost control role. The best agreements are not where one side wins. They are where both sides commit to the long term. I’m curious to hear from fellow professionals: Do you believe procurement negotiations should focus more on price reduction or long-term value creation? Share your thoughts. #Procurement #StrategicProcurement #Negotiation #SupplyChain #Leadership #VendorManagement #BusinessStrategy #CostOptimization #ProcurementLeadership #SupplyChainManagement #Purchase #VendorDevelopement #Sourcing
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