2026 Jan 8 · 8 min read
How B2B Buyers Use ChatGPT to Shortlist Vendors (And How to Get on the List)
B2B buyers now use ChatGPT, Perplexity and Gemini to shortlist vendors. Learn what AI engines cite and how to become a recommended option.
Blog
Dima Ivanouski
Co-founder & CRO · GTM Expert · ex-Head of SMB Sales at PandaDoc
Dima is Co-founder and CRO at Naoma AI and a go-to-market expert. He previously led SMB sales at PandaDoc. He writes about GTM, demo-led acquisition, PLG and sales-led motions, SEO and GEO, and how B2B SaaS companies get found by buyers and AI answer engines.
LinkedInArticles by Dima Ivanouski
2026 Jan 5 · 8 min read
State of B2B SaaS Demos 2026: Benchmark Report
Benchmark ranges for B2B SaaS demos in 2026: request-to-show rates, no-shows, time-to-demo, and conversion by motion — form vs instant vs AI demo.
2026 Jan 2 · 9 min read
Demo-Led Growth: The GTM Motion Replacing 'Book a Demo'
Demo-led growth puts a live product demo on the first touch instead of a form. Here's what it is, why now, and how to start running it.
2026 Mot 28 · 8 min read
The 7 Tenets of Demo-Led Growth
A practical manifesto for B2B SaaS GTM leaders: 7 tenets to turn your product demo into the engine of pipeline, conversion, and qualification.
2026 Mot 22 · 9 min read
The Classic SaaS Funnel Is Dead: Designing a Demo-First Funnel for 2026
The TOFU/MOFU/BOFU funnel leaks intent at every gate. Here's how to build a demo-first funnel where the live demo is the entry point, not the prize.
2026 Mot 18 · 9 min read
Self-Serve vs. Demo-Led vs. Sales-Led: Choosing Your 2026 GTM Motion
How to choose between self-serve, demo-led, and sales-led GTM in 2026 — by ACV, product complexity, buyer, and deal velocity. Decision table inside.
2026 Mot 6 · 7 min read
The Hidden Cost of Demo Scheduling: A Time-and-Motion Study of SDR Teams
A transparent time-and-motion model of what demo scheduling really costs SDR teams in hours and dollars — and how instant AI demos remove the step.
2026 Mot 2 · 8 min read
The 5 Types of ROI to Demand From an AI Demo Agent (Beyond Pipeline)
Five ROI categories to evaluate an AI demo agent — speed, coverage, conversion lift, cost efficiency, and insight — plus the metric to track for each.
2026 Mme 28 · 7 min read
Build the Business Case for an AI Demo Agent on One Slide
Get exec approval for an AI demo agent on one slide: frame the problem, pick the metric, show the pipeline math, state the ask, kill objections.
2026 Mme 24 · 8 min read
AI Demo Agent vs. Hiring Another SDR: The Real Cost Comparison
A fair, numbers-driven look at deploying an AI demo agent vs. hiring another SDR — cost, ramp, capacity, coverage, and what each does best.
2026 Mme 20 · 8 min read
The RevOps Guide to Deploying AI Demos Without Breaking Attribution
A RevOps playbook for adding an AI demo agent to your funnel without losing UTM capture, identity, CRM lifecycle, MQL/SQL definitions, or reporting.
2026 Mme 16 · 8 min read
The Demand-Gen Playbook for Demo-Led Pipeline
Build pipeline with live demos instead of gated forms. Switch the offer to 'see a live demo now,' rework CTAs by channel, and track engaged demos.
2026 Mme 8 · 8 min read
How to Reorganize Your GTM Team Around AI Demos (Without Panic)
A leadership guide to restructuring SDR, AE, marketing, and RevOps roles around an AI demo agent—without triggering fear, churn, or a stalled rollout.
2026 Kol 23 · 11 min read
Enterprise Demo Software That Supports Multi-Product GTM: What's Actually Working in 2026
What enterprise demo software needs in 2026 to support multi-product GTM: routing, qualification, and AI demo agents that route by product.
2026 Kol 22 · 10 min read
Walnut Alternatives: Why Teams Are Moving Beyond Screenshot Demos in 2025
Why screenshot demos fall short on qualification and real-time Q&A — and when to switch to live AI demo agents for conversion.
2026 Phe 29 · 10 min read
Reprise Alternative: When to Choose Naoma for Live AI Demos
Reprise excels at product tours; Naoma drives conversion with live AI — when to choose each for calendar friction vs sales enablement.
2026 Phe 23 · 8 min read
PLG + Sales-Led: How to Route Without Creating Pipeline Chaos
The routing framework that prevents cherry-picking, pipeline confusion, and handoff limbo when you run product-led and sales-led motions together.
2026 Phe 17 · 13 min read
Naoma vs Navattic: AI Demo Agent vs Interactive Product Tours [Which One Do You Actually Need?]
Naoma is live AI that qualifies and converts; Navattic is pre-built interactive tours — when to use each and how many teams use both.
2025 Tsh 30 · 10 min read
Qualified Pipeline vs. Pipeline Volume: Why Your MQL-to-SQL Rate Is Broken
Why MQL-to-SQL conversion breaks when qualification happens too late, and how in-demo qualification fixes pipeline bloat.
2025 Tsh 6 · 14 min read
Demoboost Alternatives: 7 Demo Automation Tools for B2B Teams in 2025
Compare Demoboost to seven alternatives — pricing, setup, and when to choose live AI demo agents over tours and sandboxes.
2025 Pun 30 · 16 min read
Why Your Competitor's 'Get a Demo' Button Converts Better Than Yours
How to optimize your demo page for conversion — CTAs, friction, and turning visitors into booked demos.
2025 Pun 18 · 11 min read
Demo Funnel Optimization: Where Instant Demos, AI Agents, and Live Reps Actually Fit
Where instant demos, AI agents, and live reps fit in your funnel — and how to route without burning capacity.
2025 Pun 12 · 17 min read
Demo Conversion Rate: Why 'Book a Demo' Converts at 1-2% (And What Gets You to 6-20%)
Why traffic-to-demo conversion sits at 1-2% with traditional booking, what benchmarks matter, and how instant AI demos achieve 6-20% in early deployments.
2025 Mph 19 · 16 min read
Demo Automation Alternatives: The Complete 2026 Buyer's Guide
Video demos, interactive tours, sandboxes, and conversational AI agents — when each fits and how to match your tool to your GTM motion.
2025 Mph 7 · 13 min read
Best Consensus Alternatives for B2B SaaS: Live AI Demos vs Video Automation
When to use Consensus-style video demos vs live AI demo agents — reach vs conversion depth, and how to choose for your funnel.
2025 Mph 1 · 14 min read
The Buyer-Led Sales Playbook: How to Win When 61% of Prospects Don't Want to Talk to Reps
How to design a funnel that respects rep-free preference while capturing revenue — instant qualification, demo-led education, and smart routing.
2025 Leo 25 · 13 min read
What 'Book a Demo' Really Means to Your Buyer (And Why They Bounce)
Why 'Book a demo' creates invisible friction, what the data says about conversion by traffic source, and how instant AI demos eliminate calendar friction.
2025 Leo 13 · 12 min read
Where to Place Your AI Demo Agent (And Which Pages Convert Best)
Best pages and placements for AI demo CTAs — hero, pricing, features, and how to measure conversion.
2025 Leo 7 · 11 min read
Speed-to-Demo vs. Speed-to-Lead: Why the Wrong Metric Is Costing You Deals
Why Speed-to-Demo is replacing Speed-to-Lead as the metric that predicts revenue — and how to compress time-to-value from days to seconds.