{"componentChunkName":"component---src-templates-compete-db-md-js","path":"/compare/sumble/ai/md/","result":{"data":{"doc":{"id":"77769e87-b801-5a05-bbfb-16912279e26d","title":"Sumble","createdAt":"2026-10-23T18:03:00.000Z","properties":{"Domain":{"value":"https://sumble.com"},"Product":{"value":{"name":"Data Vendor"}},"Market":{"value":{"name":"Commercial"}},"Status":{"value":{"name":"watch"}},"Summary":{"value":"AI-powered go-to-market data intelligence platform that maps organizational structures, tech stacks, and buying signals to help sales teams research and target accounts effectively."},"Tag":{"value":"Know your accounts like you work there."},"Funding":{"value":"38.5"},"Founded":{"value":"2022"},"Team":{"value":"24"},"Details":{"value":"AI account intelligence platform in business software (sales intelligence, RevOps, B2B SaaS data). Emerged from stealth October 2025 with $38.5M: $8.5M Seed led by Coatue and $30M Series A led by Canaan Partners; angels include Marc Benioff and Nat Friedman. Founded 2022 by Anthony Goldbloom and Ben Hamner (Kaggle co-founders, acquired by Google 2017). Revenue est. $1-5M with 550% YoY growth; ~380,000 monthly web visits. Product-led: 30-day free trial, no credit card, self-serve signup. Sales-led: enterprise deals with Snowflake, Figma, Wiz, Vercel, Elastic; Pro tier and custom enterprise services. Closed-source SaaS built on proprietary knowledge graph; MCP integration launched; no public repos for core engine. Core base is mid-market technical sales teams."},"Features_List":{"value":"- Unified GTM data intelligence and account research\n- Organizational chart mapping and reporting structure visibility\n- Technology stack identification mapped to specific teams\n- Active initiative and buying signal tracking\n- Account scoring combining first-party CRM data with Sumble datasets\n- Territory planning and balancing tools\n- CRM cleaning and data gap enrichment\n- Audience building for direct mail and targeted campaigns\n- API and Model Context Protocol integrations for AI agents"},"Critical":{"value":"- Founders Anthony Goldbloom and Ben Hamner built and sold Kaggle to Google\n- Proprietary knowledge graph connects public web signals (job postings, social media) into a narrative showing which team uses a technology and who controls budget\n- Relies entirely on public web data; no native first-party intent such as website visitor identification\n- Teams must buy and integrate additional tools for a full sales execution stack\n- 550% year-over-year revenue growth indicates strong product-market fit among technical B2B sales teams"},"Signals___1st_Party":{"value":"IN: Bi-directional Salesforce/HubSpot sync; Salesforce managed package with Lightning widgets (Enrichments, Account Signals); syncs account lists and territories; pushes raw signal feeds to Snowflake/BigQuery/Databricks\nOUT: No website visitor de-anonymization; no product-usage ingestion (warehouse push-out only); no marketing automation, paid ads, chat, CS, or sales engagement integrations"},"Signals___2nd_Party":{"value":"IN: none\nOUT: No GitHub, social, community, review, or event signals"},"Signals___3rd_Party":{"value":"IN: Proprietary knowledge graph from job postings and public profiles; team-level technographics; detects cloud migrations, hiring surges, GenAI initiatives; native Clay integration; Bruin ingestr connector\nOUT: Single-source dependency on public web; no native intent-data integrations (6sense, Demandbase, Bombora, G2); no news/events signal"},"Signals___Custom":{"value":"IN: REST API (OpenAPI 3); hosted MCP server; enterprise webhooks on priority signals; CSV/XLSX/JSON export\nOUT: Webhooks enterprise-only; exports capped at 10,000 rows; no CSV upload, Google Sheets, or Zapier ingestion; thin API docs"},"P360___Enrichment":{"value":"IN: Daily enrichment to CRM and Clay; firmographics, team-level technographics, whitespace and penetration metrics; adds new leads to CRM; deep links to source job posts/profiles\nOUT: No contact-level waterfall enrichment; no verified emails or phones; no contact directory"},"P360___AI_powered":{"value":"IN: Gemini/GPT/Claude for entity disambiguation; proprietary ML for entity extraction and job-function classification; native MCP server for Claude/ChatGPT/Cursor\nOUT: AI limited to scraped text disambiguation, not person identity resolution; no auto-enrichment on contact add"},"P360___Identity":{"value":"IN: Account matching on company name/domain; resolves org charts and reporting hierarchies from public signals\nOUT: Account-centric, not person-centric; no cross-source person merging; no merge review queue or manual merge UI"},"Auto___Combine":{"value":"IN: none\nOUT: No cross-signal combination logic"},"Auto___Score":{"value":"IN: Score v2 on Size, Growth, Concentration; sumble-account-scoring AI skill in Claude Code/Cursor calibrates against closed-won deals and outputs portable JSON weights\nOUT: Three fixed dimensions from headcount/hiring data; no custom-field or person-level scoring; calibration requires a coding agent"},"Auto___AI_Message":{"value":"IN: Slack AI agent drafts personalized outreach and follow-ups using tech stack and signal context\nOUT: Slack-only; no push into sequences"},"Auto___AI_Research":{"value":"IN: Slack agent with Intelligence Brief and Sales Plays quick actions; MCP custom prompts in Claude/ChatGPT/Cursor for tech stacks, buying committees, initiatives\nOUT: Limited to public-web data; no product usage, community, or support history"},"Signals":{"value":"1st Party: bi-directional Salesforce/HubSpot sync; Salesforce managed package with Lightning widgets on Account pages; syncs account lists and territories; custom object for buying signals; manual push of contacts/leads; pushes raw signal feeds to Snowflake, BigQuery, Databricks for custom scoring. 2nd Party: none. 3rd Party: public web signals (job postings, public profiles) map org structures and tech stacks; native Clay integration; Bruin ingestr connector; detects cloud migrations, hiring surges, GenAI projects. Custom: REST API (OpenAPI 3) to search, enrich, match organizations and contacts; hosted MCP server; enterprise webhooks (HTTPS POST on priority signals); CSV/XLSX/JSON exports up to 10,000 rows."},"Identity":{"value":"Identity: account matching and linking across sources, requires company name or domain; resolves to named individuals, org charts, reporting hierarchies from public signals. Enrichment: Sumble Enrich delivers daily raw data, custom logic, aggregations to CRMs and Clay; firmographics, team-level technographics, whitespace analysis, account penetration; adds new contacts/leads to CRM; deep links to source job posts or profiles for verification. AI: Gemini, GPT, Claude for entity disambiguation; proprietary ML for entity extraction, relationship and job-function classification; native MCP server with permission-aware access for Claude, ChatGPT, Cursor."},"Automation":{"value":"Workbench: none. Workflow: none; positions as data layer, integrates with Clay and CRMs. Alerts: Sumble Signals detects tech-stack changes, hiring surges, leadership moves, new projects; routes by account ownership via Slack, Salesforce, HubSpot, email; Slack priority filters High/Medium/All. Combine: none. Score: Score v2 on Size, Growth, Concentration; sumble-account-scoring AI skill in Claude Code/Cursor interviews user on ICP, calibrates weights against closed-won deals, manual tuning, portable JSON weights. AI Message: Slack AI agent drafts outreach and follow-ups from account intelligence, tech stack, buying signals. AI Research: Slack agent with Intelligence Brief and Sales Plays; MCP custom natural-language prompts for tech stacks, buying committees, initiatives."},"Support___Systems":{"value":"IN: Email support@sumble.com; in-app Report data issue; free API endpoints for support tickets and data-quality reports; Slack agent troubleshooting flows\nOUT: No chatbot, live chat, stated SLAs, or named CSM tier"},"Support___Content":{"value":"IN: Knowledge base (Get Started, Filter reference, Setup guides); OpenAPI reference; downloadable PRD for building integrations\nOUT: API docs limited; advanced parameters undocumented; no video training or academy"},"Support___Community":{"value":"IN: none\nOUT: No forum, templates library, or user profiles"}}}},"pageContext":{"id":"77769e87-b801-5a05-bbfb-16912279e26d"}},"staticQueryHashes":[]}