{
 "sym": "Sa",
 "updated": "2026-08-06",
 "verdict": "Fin, for almost everyone \u2014 it publishes the numbers the category is judged on (76% average resolution across 12,000+ customers, 2M resolutions a week), charges a transparent $0.99 per resolved outcome, and runs on Intercom, Zendesk, or Salesforce alike. Sierra is the pick when you're an enterprise buying outcomes on contract \u2014 $200M ARR, 40% of the Fortune 50, and a $15.8B valuation say the market agrees. Decagon wins for high-volume consumer ops teams who want the deepest tooling (AOPs, simulations, A/B tests); Pylon when your support lives in Slack and your customers are businesses; Lorikeet when you're a regulated fintech/healthtech that literally refuses to pay for an unresolved ticket. The incumbents' AI (Zendesk, Agentforce) wins only when procurement already decided.",
 "top5": [
  {
   "rank": 1,
   "name": "Fin",
   "maker": "Intercom",
   "url": "https://fin.ai",
   "docs": "https://www.intercom.com/help/en/",
   "pricing": "$0.99 per resolved outcome \u00b7 $9.99 per qualification \u00b7 standalone from $49/mo (50 resolutions) \u00b7 +$19/seat if you take the Intercom helpdesk",
   "best_for": "Any team that wants the category benchmark with transparent per-resolution pricing \u2014 on Intercom, Zendesk, Salesforce, or standalone.",
   "why": "The reference point everyone else is measured against: 76% average resolution rate across 12,000+ customers, ~2M resolutions per week, G2 category leader at 90% satisfaction (Aug 2026). Fin crossed $100M ARR at 350% annual growth, and its outcome pricing pushed Intercom's net revenue retention from 112% to 146% \u2014 the clearest evidence yet that pay-per-resolution aligns vendor and buyer.",
   "watch": "Resolution rates are self-reported on Fin's own metric definition \u2014 no independent cross-vendor benchmark exists. At scale, $0.99 per outcome plus $9.99 qualifications outruns flat-fee rivals, and Intercom steers hard toward its full helpdesk bundle.",
   "evidence": [
    {
     "stat": "76% avg resolution across 12,000+ customers; ~2M weekly resolutions (Aug 2026)",
     "src": "https://fin.ai"
    },
    {
     "stat": "Fin ARR >$100M at 350% growth; outcome pricing lifted Intercom NRR 112%\u2192146%; Intercom $400M ARR (Apr 2026)",
     "src": "https://sacra.com/c/intercom/"
    },
    {
     "stat": "G2 leader, 90% satisfaction \u2014 8 points above nearest competitor (Aug 2026)",
     "src": "https://fin.ai"
    }
   ],
   "tile_note": "the benchmark, per-resolution"
  },
  {
   "rank": 2,
   "name": "Sierra",
   "maker": "Sierra (Bret Taylor, Clay Bavor)",
   "url": "https://sierra.ai",
   "docs": "https://docs.sierra.ai",
   "pricing": "Outcome-based enterprise contracts \u2014 pay per resolution/conversation, no public list price, multi-year with services bundled",
   "best_for": "Enterprises that want conversation quality and outcome-based contracts with white-glove deployment \u2014 the Fortune 500's AI-agent vendor of record.",
   "why": "The enterprise standard-setter: $200M ARR by May 2026 (from $26M end-2024), agents for 40% of the Fortune 50 (SiriusXM, ADT, Cigna, Nubank, Ramp), and the most-funded pure-play \u2014 a $950M Series E at ~$15.8B (Tiger Global, GV, May 2026). Ghostwriter (Apr 2026) builds production agents from SOPs and transcripts, compressing months of deployment.",
   "watch": "No self-serve, no public pricing \u2014 you negotiate everything. ~79x ARR valuation is priced for perfection, and deployments remain services-heavy. Publishes no aggregate resolution rate, so quality claims rest on references.",
   "evidence": [
    {
     "stat": "$950M Series E at ~$15.8B post (May 4, 2026; Tiger Global + GV)",
     "src": "https://techcrunch.com/2026/05/04/sierra-raises-950m-as-the-race-to-own-enterprise-ai-gets-serious/"
    },
    {
     "stat": "$200M ARR (May 2026), up from $26M end-2024; 40% of the Fortune 50",
     "src": "https://sacra.com/c/sierra/"
    },
    {
     "stat": "Ghostwriter agent-building agent launched Apr 2026; acquired YC-backed Fragment Apr 23, 2026",
     "src": "https://techcrunch.com/2026/04/23/bret-taylors-sierra-buys-yc-backed-ai-startup-fragment/"
    }
   ],
   "tile_note": "enterprise outcomes on contract"
  },
  {
   "rank": 3,
   "name": "Decagon",
   "maker": "Decagon",
   "url": "https://decagon.ai",
   "docs": "https://docs.decagon.ai",
   "pricing": "Per-conversation (volume discounts) or per-resolution (premium, charged only on resolve) \u2014 enterprise quotes only",
   "best_for": "High-volume consumer scale-ups (fintech, marketplaces, subscription) that want the deepest operator tooling: AOPs, simulations, live experiments.",
   "why": "The operator's platform: Agent Operating Procedures in natural language, QA simulations, and A/B experimentation that CX teams actually run themselves. Case evidence is strong \u2014 Chime at 70% chat+voice resolution, Duolingo at 80% deflection \u2014 and investors priced it at $4.5B in January 2026 (Coatue, Index), reconfirmed by a March tender offer.",
   "watch": "$35M ARR (Oct 2025) against a $4.5B valuation is a ~128x multiple \u2014 steeper than Sierra's. Headline metrics mix resolution and deflection, which are not the same thing, and it fights Sierra for the same enterprise logos with a fraction of the war chest.",
   "evidence": [
    {
     "stat": "$250M Series D at $4.5B (Jan 2026, Coatue + Index); tender offer completed at $4.5B Mar 4, 2026",
     "src": "https://techcrunch.com/2026/03/04/decagon-completes-first-tender-offer-at-4-5b-valuation/"
    },
    {
     "stat": "$35M ARR (Oct 2025), >3x YoY; 100+ enterprise customers added in 2025",
     "src": "https://sacra.com/c/decagon/"
    },
    {
     "stat": "Chime: 70% chat+voice resolution; Duolingo: 80% deflection (vendor case studies, Aug 2026)",
     "src": "https://decagon.ai"
    }
   ],
   "tile_note": "operator tooling, consumer scale"
  },
  {
   "rank": 4,
   "name": "Pylon",
   "maker": "Pylon",
   "url": "https://usepylon.com",
   "docs": "https://docs.usepylon.com",
   "pricing": "Platform $59\u2013139/seat/mo (annual, 3-seat min) \u00b7 AI agents from $100/mo or $0.50/ticket \u00b7 AI assistants $50/seat",
   "best_for": "B2B startups whose support lives in Slack, Teams, and shared channels \u2014 helpdesk, success, and AI agents in one system.",
   "why": "The B2B-native answer: 1,500+ business customers including Cognition, Linear, Modal, and Airtable, with support agents that investigate across Salesforce, Jira, and Linear rather than just answering FAQs. Relaunched as \"the agentic support platform\" (Jul 15, 2026) with assist, background, Slack, and support agents on one substrate.",
   "watch": "AI pricing is per-ticket, not per-resolution \u2014 you pay whether or not the agent resolves. Young platform vs the enterprise players, and consumer-scale B2C volume is not its game. Post-2024 funding beyond the $17M Series A is not independently confirmed.",
   "evidence": [
    {
     "stat": "1,500+ B2B customers incl. Cognition, Linear, Airtable (Aug 2026)",
     "src": "https://usepylon.com"
    },
    {
     "stat": "Relaunched as the agentic support platform Jul 15, 2026",
     "src": "https://usepylon.com/blog"
    },
    {
     "stat": "$17M Series A, Aug 28, 2024 (Andreessen Horowitz)",
     "src": "https://techcrunch.com/2024/08/28/pylon-lands-17m-investment-to-build-a-full-service-b2b-customer-service-platform/"
    }
   ],
   "tile_note": "b2b support, slack-native"
  },
  {
   "rank": 5,
   "name": "Lorikeet",
   "maker": "Lorikeet (Sydney)",
   "url": "https://lorikeetcx.ai",
   "docs": "https://docs.lorikeetcx.ai",
   "pricing": "Start $1,500/mo (18k credits/yr) \u00b7 Scale $4,000/mo (48k credits/yr) \u00b7 ~1 credit per resolved chat/email ticket \u00b7 no seat or platform fees",
   "best_for": "Regulated fintechs and healthtechs that need 40-step workflows executed correctly \u2014 and refuse to pay for unresolved tickets.",
   "why": "The purest outcome pricing in the category: you're charged only for successfully resolved tickets, and disputed resolutions are free. Built compliance-first (ISO 27001, SOC 2, HIPAA) for complex, high-stakes journeys \u2014 customers include Flex, Linktree, Magic Eden, and Eucalyptus \u2014 where a wrong answer is a regulatory event, not an inconvenience.",
   "watch": "Small company, small war chest (~$16M disclosed) against billion-dollar rivals. Performance stats (97% faster resolution, 99% accuracy) are vendor-reported without an aggregate resolution rate, and the credit system needs modeling before you can compare cost to $0.99-per-resolution rivals.",
   "evidence": [
    {
     "stat": "Charges only for resolved tickets; unhappy with a resolution \u2192 you don't pay (Aug 2026)",
     "src": "https://lorikeetcx.ai/pricing"
    },
    {
     "stat": "40+ step workflow execution; ISO 27001, SOC 2, HIPAA certified (Aug 2026)",
     "src": "https://lorikeetcx.ai"
    },
    {
     "stat": "$5M seed + $11M follow-on disclosed (Apr 2025)",
     "src": "https://lorikeetcx.ai/blog"
    }
   ],
   "tile_note": "pay only when resolved"
  }
 ],
 "matrix": {
  "cols": [
   "Pricing model",
   "List entry",
   "Channels",
   "Runs on your helpdesk",
   "Voice",
   "Published resolution evidence",
   "Sweet spot"
  ],
  "rows": [
   [
    "Fin",
    "Per resolved outcome",
    "$0.99/resolution",
    "Chat \u00b7 email \u00b7 SMS \u00b7 WhatsApp \u00b7 voice",
    "Yes \u2014 Intercom, Zendesk, Salesforce",
    "Yes (add-on)",
    "76% avg, 12k+ customers (self-reported)",
    "Everyone; the default"
   ],
   [
    "Sierra",
    "Outcome contracts",
    "No public price",
    "Chat \u00b7 SMS \u00b7 WhatsApp \u00b7 email \u00b7 voice \u00b7 ChatGPT",
    "Standalone platform",
    "Yes (native)",
    "Case-study only, no aggregate",
    "Fortune 500 outcomes"
   ],
   [
    "Decagon",
    "Per conversation or per resolution",
    "Quote only",
    "Chat \u00b7 email \u00b7 voice",
    "Standalone platform",
    "Yes (native)",
    "Case-study only (70\u201380% cases)",
    "High-volume consumer"
   ],
   [
    "Pylon",
    "Seats + per ticket",
    "$59/seat + $0.50/ticket AI",
    "Slack \u00b7 Teams \u00b7 email \u00b7 chat \u00b7 SMS \u00b7 phone",
    "Is the helpdesk",
    "Yes",
    "None published",
    "B2B / Slack-first"
   ],
   [
    "Lorikeet",
    "Credits, resolved-only",
    "$1,500/mo",
    "Chat \u00b7 email \u00b7 SMS \u00b7 WhatsApp \u00b7 voice",
    "Standalone, integrates Zendesk",
    "Yes (1.5 credits)",
    "Case-study only",
    "Regulated fintech/health"
   ],
   [
    "Zendesk AI Agents",
    "Per automated resolution",
    "Suite $55/agent + resolutions",
    "Chat \u00b7 email \u00b7 voice \u00b7 social",
    "Is the helpdesk",
    "Yes (60+ languages)",
    "None aggregate; 20B-ticket training corpus",
    "Existing Zendesk shops"
   ],
   [
    "Agentforce",
    "Per conversation or Flex Credits",
    "$2/conversation \u00b7 $500/100k credits",
    "Chat \u00b7 voice \u00b7 email \u00b7 in-CRM",
    "Salesforce only",
    "Yes (30 credits/action)",
    "None aggregate; 18K+ companies",
    "Salesforce estates"
   ],
   [
    "Ada",
    "Enterprise quotes",
    "Quote only",
    "Messaging \u00b7 email \u00b7 voice \u00b7 social",
    "Standalone platform",
    "Yes",
    ">80% claimed avg (self-reported)",
    "Mid-market/enterprise B2C"
   ]
  ]
 },
 "rules": [
  {
   "if": "You want the proven default and a price you can put in a spreadsheet",
   "then": "Fin at $0.99 per resolved outcome \u2014 it runs on whatever helpdesk you already have, and its 76%-average resolution claim is the number every rival gets compared to."
  },
  {
   "if": "You're an enterprise buying a multi-year outcome contract, not a tool",
   "then": "Sierra \u2014 40% of the Fortune 50 already did, and Ghostwriter cuts the deployment slog that used to take quarters."
  },
  {
   "if": "You're a consumer scale-up doing millions of tickets and your CX team wants to run experiments themselves",
   "then": "Decagon \u2014 AOPs, simulations, and A/B tests are the best operator tooling in the category; negotiate per-resolution, not per-conversation."
  },
  {
   "if": "Your customers are companies and half your support happens in shared Slack channels",
   "then": "Pylon \u2014 B2B-native ticketing plus agents that investigate across your CRM and issue tracker, from $59/seat."
  },
  {
   "if": "You're regulated (fintech, health) and a hallucinated answer is a compliance incident",
   "then": "Lorikeet \u2014 resolved-only billing, HIPAA/ISO 27001/SOC 2, and 40-step workflow execution; or Gradient Labs if you want a financial-services specialist."
  }
 ],
 "field": [
  {
   "name": "Zendesk AI Agents / Resolution Platform",
   "maker": "Zendesk",
   "note": "The incumbent at scale \u2014 outcome-based per-automated-resolution pricing since Nov 2024, trained on ~20B ticket interactions; absorbed Ultimate (2024) and Forethought (Mar 2026)",
   "url": "https://www.zendesk.com/service/ai/",
   "oss": false,
   "entry": "Suite $55/agent + per resolution",
   "status": "active"
  },
  {
   "name": "Agentforce",
   "maker": "Salesforce",
   "note": "18K+ companies (Aug 2026); $2/conversation or Flex Credits ($500 per 100k, 20 credits/action) \u2014 the CRM-estate default",
   "url": "https://www.salesforce.com/agentforce/",
   "oss": false,
   "entry": "$2/conversation",
   "status": "active"
  },
  {
   "name": "Ada",
   "maker": "Ada",
   "note": "Veteran AI-agent platform, 350+ businesses in 85+ countries, claims >80% autonomous resolution; strong B2C mid-market",
   "url": "https://www.ada.cx",
   "oss": false,
   "entry": "enterprise quote",
   "status": "active"
  },
  {
   "name": "Parloa",
   "maker": "Parloa",
   "note": "AI agent management platform at $3B valuation ($350M raise, Jan 2026) \u2014 phone-first heritage; if voice is your main channel, see element Vs",
   "url": "https://www.parloa.com",
   "oss": false,
   "entry": "enterprise quote",
   "status": "active"
  },
  {
   "name": "Gradient Labs",
   "maker": "Gradient Labs (London)",
   "note": "Financial-services specialist agents (lending, disputes, KYC); $26M raised, 80\u201390% peak resolution, customers incl. Wise",
   "url": "https://gradient-labs.ai",
   "oss": false,
   "entry": "enterprise quote",
   "status": "active"
  },
  {
   "name": "Maven AGI",
   "maker": "Maven AGI",
   "note": "Enterprise CX agents claiming up to 93% autonomous answers; 50+ customers",
   "url": "https://www.mavenagi.com",
   "oss": false,
   "entry": "enterprise quote",
   "status": "active"
  },
  {
   "name": "Crescendo",
   "maker": "Crescendo",
   "note": "AI + managed human teams in one outcome-priced CX stack (acquired BPO PartnerHero); 150+ brands",
   "url": "https://www.crescendo.ai",
   "oss": false,
   "entry": "per-interaction quote",
   "status": "active"
  },
  {
   "name": "Gorgias",
   "maker": "Gorgias",
   "note": "Ecommerce helpdesk with AI Agent for Shopify-centric brands \u2014 support that also sells",
   "url": "https://www.gorgias.com",
   "oss": false,
   "entry": "from ~$10/mo + AI",
   "status": "active"
  },
  {
   "name": "Siena",
   "maker": "Siena AI",
   "note": "\"Empathic\" commerce agents; up to 80% automation, 94.7% avg CSAT claimed \u2014 CPG/DTC focus",
   "url": "https://www.siena.cx",
   "oss": false,
   "entry": "quote",
   "status": "active"
  },
  {
   "name": "Duckie",
   "maker": "Duckie",
   "note": "Agents for technical/dev-tool support \u2014 investigates logs and code, approval-gated actions",
   "url": "https://www.duckie.ai",
   "oss": false,
   "entry": "quote",
   "status": "active"
  },
  {
   "name": "Freshworks (Freddy AI)",
   "maker": "Freshworks",
   "note": "Freshdesk incumbent's AI agent layer \u2014 SMB-friendly pricing, less agentic depth",
   "url": "https://www.freshworks.com",
   "oss": false,
   "entry": "session packs",
   "status": "active"
  },
  {
   "name": "Kustomer",
   "maker": "Kustomer (ex-Meta)",
   "note": "CRM-style helpdesk with AI agents; spun back out of Meta 2023, competing on data-unified support",
   "url": "https://www.kustomer.com",
   "oss": false,
   "entry": "$89/user/mo+",
   "status": "active"
  },
  {
   "name": "Yellow.ai",
   "maker": "Yellow.ai",
   "note": "Global conversational-AI incumbent (APAC-strong), chat + voice automation",
   "url": "https://yellow.ai",
   "oss": false,
   "entry": "quote",
   "status": "active"
  },
  {
   "name": "Aisera",
   "maker": "Aisera",
   "note": "Enterprise service AI across customer + employee support; overlaps ITSM territory",
   "url": "https://aisera.com",
   "oss": false,
   "entry": "enterprise quote",
   "status": "active"
  },
  {
   "name": "Netomi",
   "maker": "Netomi",
   "note": "Enterprise AI customer-care veteran (airlines, telcos); quieter in the 2026 funding wave",
   "url": "https://www.netomi.com",
   "oss": false,
   "entry": "enterprise quote",
   "status": "active"
  },
  {
   "name": "DigitalGenius",
   "maker": "DigitalGenius",
   "note": "Ecommerce/logistics support automation with deep carrier integrations",
   "url": "https://www.digitalgenius.com",
   "oss": false,
   "entry": "quote",
   "status": "active"
  },
  {
   "name": "Forethought",
   "maker": "Zendesk",
   "note": "Self-improving AI-agent platform \u2014 acquired by Zendesk; announced Mar 11, closed Mar 26, 2026",
   "url": "https://www.zendesk.com/newsroom/press-releases/",
   "oss": false,
   "entry": "\u2014",
   "status": "acquired"
  },
  {
   "name": "Ultimate.ai",
   "maker": "Zendesk",
   "note": "Acquired by Zendesk Feb 2024 \u2014 became the core of Zendesk AI agents",
   "url": "https://www.zendesk.com",
   "oss": false,
   "entry": "\u2014",
   "status": "acquired"
  },
  {
   "name": "Moveworks",
   "maker": "ServiceNow",
   "note": "Employee/IT support agents \u2014 acquired by ServiceNow for $2.85B (2025); adjacent category, not customer support",
   "url": "https://www.moveworks.com",
   "oss": false,
   "entry": "\u2014",
   "status": "acquired"
  },
  {
   "name": "Solvvy",
   "maker": "Zoom",
   "note": "Early self-service resolution engine \u2014 acquired by Zoom 2022, folded into Zoom Virtual Agent",
   "url": "https://www.zoom.com/en/products/virtual-agent/",
   "oss": false,
   "entry": "\u2014",
   "status": "dead"
  },
  {
   "name": "Intercom Resolution Bot",
   "maker": "Intercom",
   "note": "The pre-LLM deflection bot \u2014 superseded by Fin in 2023; 'deflection' died with it",
   "url": "https://fin.ai",
   "oss": false,
   "entry": "\u2014",
   "status": "renamed"
  }
 ],
 "signals": [
  {
   "fact": "Sierra: $950M Series E at ~$15.8B post (May 2026, Tiger Global + GV) on $200M ARR \u2014 the most valuable pure-play support-agent company, at ~79x ARR",
   "src": "https://techcrunch.com/2026/05/04/sierra-raises-950m-as-the-race-to-own-enterprise-ai-gets-serious/"
  },
  {
   "fact": "Outcome pricing is now the category norm: Fin $0.99/resolution, Zendesk per-automated-resolution (since Nov 2024), Lorikeet resolved-only credits, Sierra outcome contracts \u2014 and it works: Intercom NRR jumped 112%\u2192146% after the shift",
   "src": "https://sacra.com/c/intercom/"
  },
  {
   "fact": "Decagon: $250M Series D at $4.5B (Jan 2026, Coatue + Index), first employee tender at the same mark Mar 4, 2026 \u2014 on ~$35M ARR (Oct 2025)",
   "src": "https://techcrunch.com/2026/03/04/decagon-completes-first-tender-offer-at-4-5b-valuation/"
  },
  {
   "fact": "Consolidation wave: Zendesk closed its Forethought acquisition Mar 26, 2026 (after Ultimate in 2024), Sierra bought Fragment (Apr 2026), Crescendo absorbed BPO PartnerHero, ServiceNow took Moveworks ($2.85B, 2025)",
   "src": "https://www.zendesk.com/newsroom/press-releases/"
  },
  {
   "fact": "Incumbent counterattack is data-shaped: Zendesk's Resolution Platform trains on ~20B ticket interactions ('the era of the chatbot is over' \u2014 Relate, May 19, 2026); Salesforce claims 18K+ companies on Agentforce (Aug 2026)",
   "src": "https://www.zendesk.com/newsroom/press-releases/relate-2026/"
  },
  {
   "fact": "Fin claims resolution rates rise ~1%/month on average as agents learn \u2014 the category's compounding-quality thesis in one number (Aug 2026, vendor-reported)",
   "src": "https://fin.ai"
  }
 ],
 "notes": "Metric discipline: 'resolution' (customer confirmed or no escalation) and 'deflection' (ticket never reached a human) are different numbers, and every headline rate in this category is vendor-measured on the vendor's own definition \u2014 no independent cross-vendor benchmark exists (Fin's published head-to-heads are run by Fin). Conflicts resolved: Fin customer count \u2014 fin.ai claims 12,000+ (Aug 2026) vs Sacra's ~7,000\u20138,000 (earlier 2026); we cite the vendor's current figure and flag the gap. Sierra's valuation \u2014 TechCrunch says 'above $15B', Sacra pins $15.8B; we use ~$15.8B. Canon order flip: we rank Sierra above Decagon (canon listed Decagon second) because Sierra's $200M ARR vs Decagon's ~$35M and Fortune-50 penetration is a decisive traction gap. Pylon's post-2024 funding (a reported ~$51M Series B) could not be verified from primary sources \u2014 only the $17M Series A is cited. Adjacent elements: voice-support infra (Vapi, Retell) and phone-first deployments \u2192 Vs (Parloa sits on this border; kept in field for its cross-channel platform); docs/self-serve knowledge that feeds these agents \u2192 Dc; employee/IT helpdesk agents (Moveworks, Aisera's ITSM side) are adjacent, not this element.",
 "sources": [
  "https://fin.ai",
  "https://fin.ai/pricing",
  "https://sacra.com/c/intercom/",
  "https://sierra.ai",
  "https://sacra.com/c/sierra/",
  "https://techcrunch.com/2026/05/04/sierra-raises-950m-as-the-race-to-own-enterprise-ai-gets-serious/",
  "https://techcrunch.com/2026/04/23/bret-taylors-sierra-buys-yc-backed-ai-startup-fragment/",
  "https://decagon.ai",
  "https://sacra.com/c/decagon/",
  "https://techcrunch.com/2026/03/04/decagon-completes-first-tender-offer-at-4-5b-valuation/",
  "https://usepylon.com/pricing",
  "https://techcrunch.com/2024/08/28/pylon-lands-17m-investment-to-build-a-full-service-b2b-customer-service-platform/",
  "https://lorikeetcx.ai/pricing",
  "https://www.zendesk.com/pricing/",
  "https://www.zendesk.com/newsroom/press-releases/relate-2026/",
  "https://www.zendesk.com/newsroom/press-releases/",
  "https://www.salesforce.com/agentforce/pricing/",
  "https://www.salesforce.com/agentforce/",
  "https://techcrunch.com/2026/01/15/parloa-triples-its-valuation-in-8-months-to-3b-with-350m-raise/",
  "https://www.ada.cx",
  "https://gradient-labs.ai",
  "https://www.mavenagi.com",
  "https://www.crescendo.ai"
 ],
 "element": {
  "number": 35,
  "name": "Support Agent",
  "group": "Support & Success",
  "essential": true,
  "edition": "v2026.Q3",
  "revision": "r7",
  "license": "CC BY 4.0 \u2014 cite elems.ai",
  "url": "https://elems.ai/e/sa.html"
 }
}