{"componentChunkName":"component---src-templates-compete-db-md-js","path":"/compare/demandbase/ai/md/","result":{"data":{"doc":{"id":"cf2750c4-90ba-598c-97f9-635988364286","title":"Demandbase","createdAt":"2026-10-28T23:32:00.000Z","properties":{"Domain":{"value":"https://demandbase.com"},"Product":{"value":{"name":"Intent / ABM"}},"Market":{"value":{"name":"Enterprise"}},"Status":{"value":{"name":"watch"}},"Summary":{"value":"AI-driven Account-Based Marketing (ABM) and Go-To-Market (GTM) platform that helps B2B revenue teams identify, target, and engage high-value accounts to drive pipeline and revenue."},"Tag":{"value":"Turn your go-to-market into a pipeline engine"},"Funding":{"value":"320"},"Founded":{"value":"2006"},"Team":{"value":"1000"},"Details":{"value":"Pioneer of ABM, founded 2006 by Chris Golec. ~1,000 employees, ~$320M raised (last equity round Series H, plus 2023 debt financing), est. $200-250M revenue. Proprietary closed-source; sales-led with no free trial or self-serve. Unpublished pricing: platform fee plus per-user fee; median contracts ~$68-70K/yr, enterprise deals $150K+. Onboarding 60 days to 6 months. ~90,000 monthly web visits, ~68,000 LinkedIn followers. Expanded through Engagio, InsideView, DemandMatrix acquisitions. Strengths: proprietary B2B DSP, intent data, website personalization, revenue attribution. Weaknesses: needs very clean CRM data; AI attribution hard to explain; account-level rather than person-level."},"Features_List":{"value":"- Account-Based Marketing orchestration\n- B2B Advertising and Demand Side Platform\n- Sales Intelligence and Account Insights\n- B2B Intent Data and Account Scoring\n- Buying Group and Contact Mapping\n- Website Personalization\n- Pipeline Influence and Revenue Attribution\n- CRM and Marketing Automation Integrations"},"Critical":{"value":"- ABM category pioneer; expanded via acquisitions of Engagio, InsideView, DemandMatrix\n- Standout proprietary B2B Demand Side Platform for targeted account-based advertising\n- Only works well with meticulously clean CRM data\n- AI revenue attribution hard to explain internally when it conflicts with CRM reporting"},"Signals___1st_Party":{"value":"IN: Deep bidirectional CRM (Salesforce, HubSpot, Microsoft Dynamics) and MAP (Marketo, Eloqua, Pardot) sync; first-party website visitor behavior; Outreach and Salesloft sync with conversion scores and alerts; Lead-to-Account (L2A) matching; cross-object audience filters\nOUT: No product usage, chat/support, or customer success signals; sales engagement limited to Outreach and Salesloft; website tracking account-level only; requires meticulously clean CRM data"},"Signals___2nd_Party":{"value":"IN: LinkedIn account and person-level ad targeting with combined selectors; Meta (Facebook/Instagram) audience push via embedded LiveRamp; open-web crawling of stakeholder bylines, speaking slots, interviews, forums\nOUT: Ad activation rather than signal ingestion; no open source, community forum, social listening, event, or commerce signals"},"Signals___3rd_Party":{"value":"IN: Proprietary intent engine from B2B DSP (1M+ publishers, trillions of monthly signals); firmographics; company news; 47,000+ technologies technographics; Bombora, G2, TrustRadius, Informa TechTarget intent; patented IP-to-company matching on 3.7B IPs\nOUT: No native job change or hiring trend signals; intent mostly account-level; intent volume tied to their ad network"},"Signals___Custom":{"value":"IN: REST JSON API (batch, sync/async, webhooks); CSV and LinkedIn profile list upload; verified Zapier app; Make; n8n; Snowflake Zero-Copy; Custom Actions to call any external API\nOUT: No Google Sheets connector listed"},"P360___Enrichment":{"value":"IN: Data Integrity module (ex-InsideView); 100M companies, 176M contacts, 47k technologies, 810k+ intent keywords; MTV validation against 40,000+ sources; email validation, decay checks, value standardization\nOUT: Single vendor, no multi-provider waterfall; no premium phone partner; no real-time AI quality control; separately packaged upsell"},"P360___AI_powered":{"value":"IN: ML dedup with cross-object merging and survivorship rules; 98% company and 95% people match accuracy claimed; AI agents for buying group ID, intent summarization, predictive prioritization\nOUT: Operates on CRM records and IP/cookie data only; no handle or social profile matching; Agentbase new, accuracy self-reported"},"P360___Identity":{"value":"IN: Proprietary B2B data graph; 3.7B classified IPs; 3.1B cookies/EIDs; classifies shared networks, public VPNs, ZTNA providers; people-based advertising via email matching\nOUT: Deanonymizes to account, not person; no cross-source person merging; no human merge review; built for ad serving"},"Auto___Combine":{"value":"IN: Combines first-party web, third-party intent, and CRM in one trigger (e.g. intent score rise AND multiple employees on product tour)\nOUT: Limited combinable signal families; no product usage or job change combos"},"Auto___Score":{"value":"IN: Account scoring (fit, intent, engagement) with Pipeline Predict and Qualification scores; Contact Quality Score (A+/A/B/C) by recency, source, title rank\nOUT: CQS is a data-quality grade, not engagement; AI scoring hard to explain vs CRM reporting; cannot score missing signals"},"Auto___AI_Message":{"value":"IN: Email Agent in contact records; uses engagement, intent, news, CRM activity; seller controls tone, products, CTA\nOUT: Email only; account-level personalization inputs; no community, GitHub, or product behavior references"},"Auto___AI_Research":{"value":"IN: AI Chat (Agentbase); natural-language account research; out-of-box prompt frameworks; account summaries; buying group mapping; competitive intelligence; pipeline influence Q&A\nOUT: No MCP or CLI access; locked in Demandbase UI; Agentbase early-stage"},"Signals":{"value":"1st party: bidirectional CRM (Salesforce, HubSpot, Dynamics) and MAP (Marketo, Eloqua, Pardot) sync; website visitor behavior; Outreach and Salesloft; L2A matching; cross-object filters. 2nd party: LinkedIn account and person targeting; Meta audiences via embedded LiveRamp; open-web stakeholder content crawling. 3rd party: firmographics, news, 47,000+ technologies, proprietary intent from DSP (1M+ publishers, trillions of monthly signals), Bombora, G2, TrustRadius, Informa TechTarget; patented IP-to-company matching on 3.7B IPs. Custom: REST JSON API with batch and webhooks, CSV and LinkedIn list upload, Zapier, Make, n8n, Snowflake Zero-Copy, Custom Actions."},"Identity":{"value":"Identity: proprietary B2B data graph; 3.7B classified IPs, 3.1B cookies/EIDs; classifies shared networks, VPNs, ZTNA; account-level deanonymization; people-based advertising via email matching. Enrichment: Data Integrity module (ex-InsideView); 100M companies, 176M contacts, 47,000 technologies, 810,000+ intent keywords; MTV validation across 40,000+ sources; email validation, decay checks, standardization. AI: real-time ML dedup with cross-object merging and survivorship rules; 98% company and 95% people match accuracy; AI agents for buying groups, intent summaries, account prioritization."},"Automation":{"value":"Workbench: Demandbase One for Sales with prioritized accounts, recommended contacts, buying groups, family trees, technographics, financials. Workflow: drag-and-drop orchestration with Selectors, Decision and Filter nodes, one-time or recurring runs. Alerts: Slack/email sales triggers on intent surge, high-value pages, technographic signals; suppression intervals. Combine: web, intent, and CRM in a single trigger. Score: account scores (Pipeline Predict, Qualification) and Contact Quality Score (A+ to C). AI Message: Email Agent drafts personalized emails. AI Research: Agentbase AI Chat for account research, buying group mapping, pipeline questions."},"Support___Systems":{"value":"IN: Support portal (support.demandbase.com); in-product AI Helpbot; 24/7 AI-driven console monitoring; Skill Builder Office Hours; dedicated CSM per account; 24/7 global support with priority-based SLAs\nOUT: Heavy support reflects complex 60-day to 6-month implementation"},"Support___Content":{"value":"IN: Help Center with API docs, CRM integration guides, monthly release notes; free Demandbase Academy (role-based tracks, Learning Bursts, live sessions); ForgeX certifications with LinkedIn badges; Playbooks library\nOUT: Fragmented legacy knowledge bases (InsideView KB)"},"Support___Community":{"value":"IN: Demandbase Community forum; Revenue Circle (Slack thought-leadership group); SMART Awards\nOUT: Revenue Circle marketing-focused, not sales practitioners"}}}},"pageContext":{"id":"cf2750c4-90ba-598c-97f9-635988364286"}},"staticQueryHashes":[]}