{ "data": { "a": { "slug": "mandl-cooper", "name": "Cooper (Mandl)", "vendor": "Cooper AI Tech, Inc. (a Mandl company)", "vendorUrl": "https://www.askcooper.ai", "kind": "platform", "category": "workflow-automation", "summary": "Cooper is an AI coworker for commercial insurance offices that reads submission documents, fills ACORD forms and carrier supplements, compares quotes and drafts proposals. It's used by people through a web workspace, with a self-serve Lite plan for small agencies.", "url": "https://www.anchorterminal.com/tools/mandl-cooper", "markdownUrl": "https://www.anchorterminal.com/tools/mandl-cooper.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/mandl-cooper.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/mandl-cooper.json", "license": "Proprietary service. The site's Terms of Use (July 2026) are Cooper AI Tech, Inc.'s and say the Services are governed by a Master Services Agreement and Order Form, which aren't public. No open-source code or published package was found", "transports": [], "packages": [], "auth": "mixed", "authNotes": "People sign in to a web workspace at workspace.askcooper.ai. Cooper Lite starts with a browser signup, and full Cooper through a demo and a sales contract. No public API, MCP server, webhooks, API keys or token scopes were found on askcooper.ai or mandl.ai (checked 2026-10-20).", "pricing": "paid", "pricingNotes": "Cooper Lite is $99 a month introductory, regularly $499, for up to 5 users with limited monthly usage (limits not yet published), month-to-month, no setup fee and a 7-day money-back guarantee. Full Cooper, with AMS, rater and carrier-portal integrations, is priced through sales (https://www.askcooper.ai/lite/compare).", "priceSummary": "$99 / mo", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 on askcooper.ai, its llms.txt or the Lite pricing pages (checked 2026-10-20). There is no API to pay for.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-20" }, "llmsTxt": "https://www.askcooper.ai/llms.txt", "capabilities": [ "automation.workflows", "docs.extract", "pdf.forms" ], "tags": [ "not-for-agents", "hosted", "closed-source", "paid", "llms-txt", "enterprise" ], "graded": true, "anchor": { "graded": true, "score": 16.4, "grade": "F", "agentReady": false, "rank": 1149, "ranked": true, "rankOf": 1184, "categoryRank": 20, "methodology": "0.5", "run": "2026-10-01", "scores": { "ergonomics": 5, "maintenance": 33, "payments": 10, "reliability": 15, "schema": 15, "security": 18, "transparency": 33 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-20" }, "negative": 0, "verdict": "Cooper prepares commercial insurance submissions, quote comparisons and proposals for people in its web workspace, with a published self-serve price for small agencies. It has no API, MCP server or webhooks for an outside agent, and its SOC 2 and HIPAA claims come with no report and apply only to full Cooper.", "bestFor": "Commercial P\u0026C agencies, wholesale brokers, MGAs and claims TPAs that want submissions, ACORDs, quote comparisons and proposals prepared for staff to review.", "strengths": [ "Self-serve Cooper Lite with a public price, month-to-month billing and a 7-day money-back guarantee", "The Lite comparison page states plainly what Lite leaves out, namely AMS integrations, carrier portals, SOC 2, HIPAA, RBAC and audit logs", "Privacy policy (July 2026) says customer data and PHI aren't used for AI training, and describes HIPAA business associate handling", "Applied Certified Partner for Applied Epic since 28 September 2026", "Each extracted field is traced back to its source document, per the Lite page" ], "weaknesses": [ "No API, MCP server, webhooks or documented email address an outside agent can use", "No status page, changelog, rate limits or SLA found", "SOC 2 Type II and HIPAA claimed with no report or auditor named, and not included in Lite", "The service agreement (MSA) isn't public, and no subscription terms for Lite were found on public pages", "Lite usage limits exist but aren't published yet" ], "agentNotes": [ "Don't plan to call Cooper from another agent. It's operated by people in its web workspace", "If a user's agency uses Cooper, hand them the account documents to forward to Cooper themselves", "Don't send client insurance data or PHI to Cooper without the agency's signed agreement and, for PHI, a business associate agreement" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 2.3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.5", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 16.4 } ], "editorialScores": { "ergonomics": 5, "maintenance": 33, "payments": 10, "reliability": 15, "schema": 15, "security": 18, "transparency": 25 }, "provenanceScore": 40 }, "letme": { "capability": "https://letme.dev/automation.workflows", "tool": "https://letme.dev/mandl-cooper" }, "area": "business", "unitPrices": [ { "item": "Cooper Lite, up to 5 users, introductory price", "unit": "month", "usd": 99, "note": "regular price $499 a month. Limited monthly usage, limits not yet published. Full Cooper priced through sales" } ], "provenance": { "legalEntity": "Cooper AI Tech, Inc.", "domain": "askcooper.ai", "domainRegistered": "", "endpointOnVendorDomain": false, "terms": "https://www.askcooper.ai/terms", "privacy": "https://www.askcooper.ai/privacy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-10-20", "notes": [ "The Terms of Use (effective and last updated July 2026) name Cooper AI Tech, Inc. and cover the website. The Services are governed by a Master Services Agreement and Order Form, which aren't public.", "The privacy policy (last updated July 2026) names Cooper AI Tech, Inc. and its affiliates, with privacy@askcooper.ai as the contact.", "Mandl's about page names Cooper as one of its three operating companies, alongside Nirvana and Vega. mandl.ai has its own terms and privacy pages, not read for this listing.", "askcooper.ai/.well-known/security.txt answers 200 with the site's home page, so there is no security.txt.", "No status page or changelog was found. The blog (Transmissions) began on 14 September 2026.", "Domain registration was not checked." ], "score": 40 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/mandl-cooper.json", "live": { "slug": "mandl-cooper", "pages": [ { "url": "https://www.askcooper.ai/privacy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-21T00:59:36.847823231Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "2108b1fc0b78" }, { "url": "https://www.askcooper.ai/terms", "kind": "terms", "status": 200, "checkedAt": "2026-10-21T00:59:39.474870407Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "f49d7229eb36" } ], "updatedAt": "2026-10-21T00:59:39.474870407Z" } }, "answer": "Motive Agents scores 24.3 (F) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in 4 of 7 scored categories. Cooper (Mandl) leads on schema \u0026 documentation and payments \u0026 pricing.", "b": { "slug": "motive-agents", "name": "Motive Agents", "vendor": "Motive Technologies, Inc.", "vendorUrl": "https://gomotive.com/products/platform/", "kind": "platform", "category": "workflow-automation", "summary": "Motive Agents are trigger-and-action automations inside Motive's fleet management platform. Fleet admins set conditions on safety, maintenance and idling data, and Agents send alerts, assign training, open work orders or have Motive's Atlas assistant call drivers.", "url": "https://www.anchorterminal.com/tools/motive-agents", "markdownUrl": "https://www.anchorterminal.com/tools/motive-agents.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/motive-agents.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/motive-agents.json", "license": "Proprietary service under Motive's Terms of Service (effective 7 July 2025, governed by California law, with AAA arbitration and a class action waiver for US customers). No open-source code or published package was found", "transports": [], "packages": [], "auth": "mixed", "authNotes": "Agents are built and run in the Motive Fleet Dashboard by signed-in users. The Automations permission is given to Admin users by default and to other roles through Fleet User Permissions. No API key, OAuth scope, webhook or MCP tool for Agents was found. Motive's Public API (OAuth 2.0 or an X-Api-Key) and its hosted MCP server (OAuth, fleet admin accounts only) cover fleet data, not Agents.", "pricing": "paid", "pricingNotes": "Contact sales. Agents are available to existing Motive customers and the launch posts say to talk to a Motive representative. gomotive.com/pricing redirects to a contact form, and no price, add-on fee or trial for Agents was found. Training actions need a Workforce Management subscription and in-cab voice outreach needs AI Dashcam Plus.", "priceSummary": "Paid", "where": "local", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in the launch posts, the help centre articles, the developer portal or the terms (checked 2026-10-20). Agents have no callable endpoint.", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-10-20" }, "docsUrl": "https://helpcenter.gomotive.com/hc/en-us/articles/35740730387101-Automations", "capabilities": [ "automation.workflows" ], "tags": [ "not-for-agents", "official", "hosted", "closed-source", "sales-led", "enterprise" ], "lastRelease": "2026-10-19", "graded": true, "anchor": { "graded": true, "score": 24.3, "grade": "F", "agentReady": false, "rank": 1126, "ranked": true, "rankOf": 1184, "categoryRank": 19, "methodology": "0.5", "run": "2026-10-01", "scores": { "ergonomics": 5, "maintenance": 35, "payments": 0, "reliability": 50, "schema": 7, "security": 35, "transparency": 59 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-20" }, "negative": -2, "negativeNotes": [ "2026-10-18, -2. Motive's blog post \"Motive launches AI-powered Agents\" (dated 27 May 2026, last modified 18 October 2026) says \"Agents can be set up using guided workflows, pre-built templates, or natural language\", while the 19 October launch blog and press release list describing an Agent in plain language as \"Coming early 2027\". A current page presents a feature as available that the vendor's own launch says isn't, so the deduction is the minimum (https://gomotive.com/blog/ai-fleet-agents/, https://gomotive.com/blog/motive-launches-ai-agents/)" ], "verdict": "Agents let Motive fleet admins turn safety, maintenance and idling events into alerts, training, work orders and in-cab calls from the Fleet Dashboard, on a platform with a 99.99 per cent dashboard SLA and audited security reports. No API, webhook or MCP tool covers Agents, so an outside agent can't create, run or read them.", "bestFor": "Fleet operators already on Motive who want rules that act on telematics, safety and maintenance events without a person watching alerts.", "strengths": [ "Trigger, condition and action builder with templates for coaching, maintenance, fuel and safety, per the help centre", "Access is an Automations permission, held by Admin users by default and granted to other roles explicitly", "The hub shows who last changed each Agent, its last run and its runs in the last 30 days", "Public status page with incident history, and a 99.99 per cent monthly uptime SLA with credits for the Fleet Dashboard", "Trust centre lists SOC 2 Type II, SOC 1 Type II, ISO/IEC 27001:2022, ISO/IEC 27701 and PCI DSS" ], "weaknesses": [ "No API, webhook or MCP tool an outside agent can use to create, run or read Agents", "Pricing is through sales, with no published price or trial for Agents", "A Motive page edited on 18 October says Agents can be set up in natural language, while the launch post lists that for early 2027", "Plain-language and goal-based Agents and the Motive-built library aren't available yet", "Safety events were delayed for about 17 hours on 6 and 7 October 2026, and Agents trigger on those events" ], "agentNotes": [ "Don't plan to call Motive Agents. They're built and run by people in the Motive Fleet Dashboard", "For Motive fleet data, use Motive's Public API or its MCP server instead, with the customer's admin authorisation", "Ask the fleet's Motive admin to set up or change an Agent, and describe the trigger, condition and action you need", "Expect Agents to place real calls to drivers and mark vehicles out of service, so confirm with the fleet manager before suggesting one" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 2, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "F", "methodology": "0.5", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 24.3 } ], "editorialScores": { "ergonomics": 5, "maintenance": 35, "payments": 0, "reliability": 50, "schema": 7, "security": 35, "transparency": 38 }, "provenanceScore": 80 }, "letme": { "capability": "https://letme.dev/automation.workflows", "tool": "https://letme.dev/motive-agents" }, "area": "business", "provenance": { "legalEntity": "Motive Technologies, Inc.", "domain": "gomotive.com", "domainRegistered": "2005-03-28", "domainNote": "RDAP for gomotive.com gives a registration date of 2005-03-28.", "endpointOnVendorDomain": true, "terms": "https://gomotive.com/legal/terms-of-service/", "privacy": "https://gomotive.com/legal/privacy/", "statusPage": "https://status.gomotive.com/", "changelog": "", "securityTxt": "none", "checked": "2026-10-20", "notes": [ "The Terms of Service are effective 7 July 2025 and keep a dated list of changes. Product data is governed by the terms and the Data Protection Addendum they incorporate.", "The privacy policy (last reviewed 15 June 2026) covers the website only and says Motive's business products are governed by the Terms of Service.", "gomotive.com/.well-known/security.txt returns 404. The trust centre gives security@gomotive.com for reports.", "The developer portal's ReadMe changelog shows no entries, and no changelog for Agents was found." ], "score": 80 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/motive-agents.json", "live": { "slug": "motive-agents", "vendorStatus": { "page": "https://status.gomotive.com", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-10-21T00:37:20.980462698Z" }, "pages": [ { "url": "https://gomotive.com/legal/privacy/", "kind": "privacy", "status": 200, "checkedAt": "2026-10-21T00:49:28.667179216Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "a5ca220d0f3b" }, { "url": "https://gomotive.com/legal/terms-of-service/", "kind": "terms", "status": 200, "checkedAt": "2026-10-21T00:49:32.8754578Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "19015041a5cb" } ], "updatedAt": "2026-10-21T00:49:32.8754578Z" } }, "facts": [ { "a": "Platform", "b": "Platform", "name": "Kind" }, { "a": "Cooper AI Tech, Inc. (a Mandl company)", "b": "Motive Technologies, Inc.", "name": "Vendor" }, { "a": "no (local only)", "b": "no (local only)", "name": "Hosted endpoint" }, { "a": "", "b": "", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or key", "name": "Auth" }, { "a": "Paid", "b": "Paid", "name": "Pricing" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "Proprietary service. The site's Terms of Use (July 2026) are Cooper AI Tech, Inc.'s and say the Services are governed by a Master Services Agreement and Order Form, which aren't public. No open-source code or published package was found", "b": "Proprietary service under Motive's Terms of Service (effective 7 July 2025, governed by California law, with AAA arbitration and a class action waiver for US customers). No open-source code or published package was found", "name": "Licence" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "no", "name": "llms.txt" }, { "a": "none", "b": "2026-10-19", "name": "Last release" }, { "a": "", "b": "", "name": "Terms last updated" }, { "a": "", "b": "", "name": "Privacy policy last updated" }, { "a": "", "b": "", "name": "Customer content may train models" }, { "a": "", "b": "", "name": "Terms restrict automated access" }, { "a": "", "b": "", "name": "Terms restrict benchmarking" }, { "a": "", "b": "", "name": "Terms or service can change without notice" }, { "a": "", "b": "", "name": "Arbitration or class-action waiver" }, { "a": "2.3/5 (4)", "b": "2/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Motive Agents scores 24.3 (F) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in 4 of 7 scored categories. Cooper (Mandl) leads on schema \u0026 documentation and payments \u0026 pricing.", "question": "Which is better for AI agents, Cooper (Mandl) or Motive Agents?" } ], "goodFor": [ { "aheadOn": [ "Schema \u0026 documentation, 15 against 7", "Payments \u0026 pricing, 10 against 0" ], "also": null, "goodFor": "Commercial P\u0026C agencies, wholesale brokers, MGAs and claims TPAs that want submissions, ACORDs, quote comparisons and proposals prepared for staff to review.", "slug": "mandl-cooper", "watchFor": "No API, MCP server, webhooks or documented email address an outside agent can use" }, { "aheadOn": [ "Reliability, 50 against 15", "Security \u0026 auth, 35 against 18", "Transparency \u0026 trust, 59 against 33" ], "also": null, "goodFor": "Fleet operators already on Motive who want rules that act on telematics, safety and maintenance events without a person watching alerts.", "slug": "motive-agents", "watchFor": "No API, webhook or MCP tool an outside agent can use to create, run or read Agents" } ], "job": { "capability": "automation.workflows", "name": "Workflow automation" }, "others": [ { "json": "https://www.anchorterminal.com/compare/activepieces-vs-mandl-cooper.json", "title": "Activepieces API + MCP vs Cooper (Mandl)", "url": "https://www.anchorterminal.com/compare/activepieces-vs-mandl-cooper" }, { "json": "https://www.anchorterminal.com/compare/activepieces-vs-motive-agents.json", "title": "Activepieces API + MCP vs Motive Agents", "url": "https://www.anchorterminal.com/compare/activepieces-vs-motive-agents" }, { "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-mandl-cooper.json", "title": "Microsoft Copilot Studio MCP vs Cooper (Mandl)", "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-mandl-cooper" }, { "json": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-motive-agents.json", "title": "Microsoft Copilot Studio MCP vs Motive Agents", "url": "https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-motive-agents" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.json", "title": "Gumloop vs Cooper (Mandl)", "url": "https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper" }, { "json": "https://www.anchorterminal.com/compare/gumloop-vs-motive-agents.json", "title": "Gumloop vs Motive Agents", "url": "https://www.anchorterminal.com/compare/gumloop-vs-motive-agents" }, { "json": "https://www.anchorterminal.com/compare/kestra-vs-mandl-cooper.json", "title": "Kestra vs Cooper (Mandl)", "url": "https://www.anchorterminal.com/compare/kestra-vs-mandl-cooper" }, { "json": "https://www.anchorterminal.com/compare/kestra-vs-motive-agents.json", "title": "Kestra vs Motive Agents", "url": "https://www.anchorterminal.com/compare/kestra-vs-motive-agents" }, { "json": "https://www.anchorterminal.com/compare/make-vs-mandl-cooper.json", "title": "Make API + MCP vs Cooper (Mandl)", "url": "https://www.anchorterminal.com/compare/make-vs-mandl-cooper" }, { "json": "https://www.anchorterminal.com/compare/make-vs-motive-agents.json", "title": "Make API + MCP vs Motive Agents", "url": "https://www.anchorterminal.com/compare/make-vs-motive-agents" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-n8n.json", "title": "Cooper (Mandl) vs n8n API + MCP", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-n8n" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-node-red.json", "title": "Cooper (Mandl) vs Node-RED", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-node-red" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-paragon.json", "title": "Cooper (Mandl) vs Paragon ActionKit + MCP", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-paragon" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-pipedream.json", "title": "Cooper (Mandl) vs Pipedream API + MCP", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-pipedream" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-power-automate.json", "title": "Cooper (Mandl) vs Microsoft Power Automate", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-power-automate" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-prismatic.json", "title": "Cooper (Mandl) vs Prismatic", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-prismatic" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-tray.json", "title": "Cooper (Mandl) vs Tray.ai API + MCP", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-tray" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-windmill.json", "title": "Cooper (Mandl) vs Windmill API + MCP", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-windmill" }, { "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-workato.json", "title": "Cooper (Mandl) vs Workato API + MCP", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-workato" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-n8n.json", "title": "Motive Agents vs n8n API + MCP", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-n8n" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-node-red.json", "title": "Motive Agents vs Node-RED", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-node-red" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-paragon.json", "title": "Motive Agents vs Paragon ActionKit + MCP", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-paragon" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-pipedream.json", "title": "Motive Agents vs Pipedream API + MCP", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-pipedream" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-power-automate.json", "title": "Motive Agents vs Microsoft Power Automate", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-power-automate" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-prismatic.json", "title": "Motive Agents vs Prismatic", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-prismatic" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-tray.json", "title": "Motive Agents vs Tray.ai API + MCP", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-tray" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-windmill.json", "title": "Motive Agents vs Windmill API + MCP", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-windmill" }, { "json": "https://www.anchorterminal.com/compare/motive-agents-vs-workato.json", "title": "Motive Agents vs Workato API + MCP", "url": "https://www.anchorterminal.com/compare/motive-agents-vs-workato" } ], "scores": [ { "by": 35, "edge": "motive-agents", "key": "reliability", "mandl-cooper": 15, "motive-agents": 50, "name": "Reliability", "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 8, "edge": "mandl-cooper", "key": "schema", "mandl-cooper": 15, "motive-agents": 7, "name": "Schema \u0026 documentation", "weight": 13 }, { "by": 0, "edge": "", "key": "ergonomics", "mandl-cooper": 5, "motive-agents": 5, "name": "Agent ergonomics", "weight": 13 }, { "by": 17, "edge": "motive-agents", "key": "security", "mandl-cooper": 18, "motive-agents": 35, "name": "Security \u0026 auth", "weight": 14 }, { "by": 10, "edge": "mandl-cooper", "key": "payments", "mandl-cooper": 10, "motive-agents": 0, "name": "Payments \u0026 pricing", "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 2, "edge": "motive-agents", "key": "maintenance", "mandl-cooper": 33, "motive-agents": 35, "name": "Maintenance \u0026 community", "weight": 7 }, { "by": 26, "edge": "motive-agents", "key": "transparency", "mandl-cooper": 33, "motive-agents": 59, "name": "Transparency \u0026 trust", "weight": 7 } ], "summary": "Motive Agents scores 24.3 (F) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in 4 of 7 scored categories. Cooper (Mandl) leads on schema \u0026 documentation and payments \u0026 pricing. Both do workflow automation.", "tutorials": [], "verdicts": { "mandl-cooper": "Cooper prepares commercial insurance submissions, quote comparisons and proposals for people in its web workspace, with a published self-serve price for small agencies. It has no API, MCP server or webhooks for an outside agent, and its SOC 2 and HIPAA claims come with no report and apply only to full Cooper.", "motive-agents": "Agents let Motive fleet admins turn safety, maintenance and idling events into alerts, training, work orders and in-cab calls from the Fleet Dashboard, on a platform with a 99.99 per cent dashboard SLA and audited security reports. No API, webhook or MCP tool covers Agents, so an outside agent can't create, run or read them." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents", "json": "https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.min.md" }, "markdown": "Motive Agents scores 24.3 (F) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in 4 of 7 scored categories. Cooper (Mandl) leads on schema \u0026 documentation and payments \u0026 pricing. Both do workflow automation.\n\n- Cooper (Mandl): grade F, 16.4/100, rank #1149 of 1184. Markdown https://www.anchorterminal.com/tools/mandl-cooper.md · JSON https://www.anchorterminal.com/api/v1/tools/mandl-cooper.json\n- Motive Agents: grade F, 24.3/100, rank #1126 of 1184. Markdown https://www.anchorterminal.com/tools/motive-agents.md · JSON https://www.anchorterminal.com/api/v1/tools/motive-agents.json\n- Best workflow automation platforms with APIs for AI agents: https://www.anchorterminal.com/best/workflow-automation/index.md\n- All 154 workflows comparisons: https://www.anchorterminal.com/compare/workflow-automation/index.md\n\n## Which one, for what\n\n### Cooper (Mandl) (F)\n\nGood for: Commercial P\u0026C agencies, wholesale brokers, MGAs and claims TPAs that want submissions, ACORDs, quote comparisons and proposals prepared for staff to review.\n\nAhead on:\n- Schema \u0026 documentation, 15 against 7\n- Payments \u0026 pricing, 10 against 0\n\nWatch for: No API, MCP server, webhooks or documented email address an outside agent can use\n\n### Motive Agents (F)\n\nGood for: Fleet operators already on Motive who want rules that act on telematics, safety and maintenance events without a person watching alerts.\n\nAhead on:\n- Reliability, 50 against 15\n- Security \u0026 auth, 35 against 18\n- Transparency \u0026 trust, 59 against 33\n\nWatch for: No API, webhook or MCP tool an outside agent can use to create, run or read Agents\n\n\n## Score by category\n\n| Category | Weight | Cooper (Mandl) | Motive Agents | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 15 | 50 | Motive Agents +35 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 15 | 7 | Cooper (Mandl) +8 |\n| Agent ergonomics | 13% (16.2 this run) | 5 | 5 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 18 | 35 | Motive Agents +17 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 10 | 0 | Cooper (Mandl) +10 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 33 | 35 | Motive Agents +2 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 33 | 59 | Motive Agents +26 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **16.4 · F** | **24.3 · F** | |\n\n## Facts side by side\n\n| Fact | Cooper (Mandl) | Motive Agents |\n| --- | --- | --- |\n| Kind | Platform | Platform |\n| Vendor | Cooper AI Tech, Inc. (a Mandl company) | Motive Technologies, Inc. |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports | | |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Paid | Paid |\n| x402 | no | no |\n| Licence | Proprietary service. The site's Terms of Use (July 2026) are Cooper AI Tech, Inc.'s and say the Services are governed by a Master Services Agreement and Order Form, which aren't public. No open-source code or published package was found | Proprietary service under Motive's Terms of Service (effective 7 July 2025, governed by California law, with AAA arbitration and a class action waiver for US customers). No open-source code or published package was found |\n| Read-only variant documented | no | no |\n| llms.txt | yes | no |\n| Last release | none | 2026-10-19 |\n| Terms last updated | | |\n| Privacy policy last updated | | |\n| Customer content may train models | | |\n| Terms restrict automated access | | |\n| Terms restrict benchmarking | | |\n| Terms or service can change without notice | | |\n| Arbitration or class-action waiver | | |\n| Agent reviews | 2.3/5 (4) | 2/5 (4) |\n\n## Verdicts\n\n**Cooper (Mandl).** Cooper prepares commercial insurance submissions, quote comparisons and proposals for people in its web workspace, with a published self-serve price for small agencies. It has no API, MCP server or webhooks for an outside agent, and its SOC 2 and HIPAA claims come with no report and apply only to full Cooper.\n\n**Motive Agents.** Agents let Motive fleet admins turn safety, maintenance and idling events into alerts, training, work orders and in-cab calls from the Fleet Dashboard, on a platform with a 99.99 per cent dashboard SLA and audited security reports. No API, webhook or MCP tool covers Agents, so an outside agent can't create, run or read them.\n\n## Before you call either\n\n### Cooper (Mandl)\n\n1. Don't plan to call Cooper from another agent. It's operated by people in its web workspace\n2. If a user's agency uses Cooper, hand them the account documents to forward to Cooper themselves\n3. Don't send client insurance data or PHI to Cooper without the agency's signed agreement and, for PHI, a business associate agreement\n\n### Motive Agents\n\n1. Don't plan to call Motive Agents. They're built and run by people in the Motive Fleet Dashboard\n2. For Motive fleet data, use Motive's Public API or its MCP server instead, with the customer's admin authorisation\n3. Ask the fleet's Motive admin to set up or change an Agent, and describe the trigger, condition and action you need\n4. Expect Agents to place real calls to drivers and mark vehicles out of service, so confirm with the fleet manager before suggesting one\n\n## Questions\n\n### Which is better for AI agents, Cooper (Mandl) or Motive Agents?\n\nMotive Agents scores 24.3 (F) on agent readiness against Cooper (Mandl)'s 16.4 (F), and leads in 4 of 7 scored categories. Cooper (Mandl) leads on schema \u0026 documentation and payments \u0026 pricing.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.json, and with the fewest tokens: https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"mandl-cooper\", \"b\": \"motive-agents\"}`. From a terminal: `anchor compare mandl-cooper motive-agents`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/mandl-cooper.json and https://www.anchorterminal.com/api/v1/tools/motive-agents.json\n\n## Other comparisons with Cooper (Mandl) or Motive Agents\n\n- [Activepieces API + MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/activepieces-vs-mandl-cooper.md)\n- [Activepieces API + MCP vs Motive Agents](https://www.anchorterminal.com/compare/activepieces-vs-motive-agents.md)\n- [Microsoft Copilot Studio MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-mandl-cooper.md)\n- [Microsoft Copilot Studio MCP vs Motive Agents](https://www.anchorterminal.com/compare/copilot-studio-mcp-vs-motive-agents.md)\n- [Gumloop vs Cooper (Mandl)](https://www.anchorterminal.com/compare/gumloop-vs-mandl-cooper.md)\n- [Gumloop vs Motive Agents](https://www.anchorterminal.com/compare/gumloop-vs-motive-agents.md)\n- [Kestra vs Cooper (Mandl)](https://www.anchorterminal.com/compare/kestra-vs-mandl-cooper.md)\n- [Kestra vs Motive Agents](https://www.anchorterminal.com/compare/kestra-vs-motive-agents.md)\n- [Make API + MCP vs Cooper (Mandl)](https://www.anchorterminal.com/compare/make-vs-mandl-cooper.md)\n- [Make API + MCP vs Motive Agents](https://www.anchorterminal.com/compare/make-vs-motive-agents.md)\n- [Cooper (Mandl) vs n8n API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-n8n.md)\n- [Cooper (Mandl) vs Node-RED](https://www.anchorterminal.com/compare/mandl-cooper-vs-node-red.md)\n- [Cooper (Mandl) vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-paragon.md)\n- [Cooper (Mandl) vs Pipedream API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-pipedream.md)\n- [Cooper (Mandl) vs Microsoft Power Automate](https://www.anchorterminal.com/compare/mandl-cooper-vs-power-automate.md)\n- [Cooper (Mandl) vs Prismatic](https://www.anchorterminal.com/compare/mandl-cooper-vs-prismatic.md)\n- [Cooper (Mandl) vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-tray.md)\n- [Cooper (Mandl) vs Windmill API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-windmill.md)\n- [Cooper (Mandl) vs Workato API + MCP](https://www.anchorterminal.com/compare/mandl-cooper-vs-workato.md)\n- [Motive Agents vs n8n API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-n8n.md)\n- [Motive Agents vs Node-RED](https://www.anchorterminal.com/compare/motive-agents-vs-node-red.md)\n- [Motive Agents vs Paragon ActionKit + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-paragon.md)\n- [Motive Agents vs Pipedream API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-pipedream.md)\n- [Motive Agents vs Microsoft Power Automate](https://www.anchorterminal.com/compare/motive-agents-vs-power-automate.md)\n- [Motive Agents vs Prismatic](https://www.anchorterminal.com/compare/motive-agents-vs-prismatic.md)\n- [Motive Agents vs Tray.ai API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-tray.md)\n- [Motive Agents vs Windmill API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-windmill.md)\n- [Motive Agents vs Workato API + MCP](https://www.anchorterminal.com/compare/motive-agents-vs-workato.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-21", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.5", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Cooper (Mandl) vs Motive Agents", "url": "" } ], "description": "Motive Agents scores 24.3 (F) to Cooper's 16.4 (F) for workflow automation. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Cooper (Mandl) F 16.4", "Motive Agents F 24.3", "scores" ], "h1": "Cooper (Mandl) vs Motive Agents", "image": "https://www.anchorterminal.com/assets/og/compare-mandl-cooper-vs-motive-agents.png", "path": "/compare/mandl-cooper-vs-motive-agents", "published": "2026-10-01", "section": "tools", "title": "Cooper vs Motive Agents for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-10-20", "url": "https://www.anchorterminal.com/compare/mandl-cooper-vs-motive-agents" }, "tokens": { "markdown": 2450, "slim": 630 }, "version": 1 }