{
  "schema_version": "2.0",
  "slug": "driven",
  "name": "Driven",
  "agent_url": "https://driven.ai",
  "category": "Specialized verticals",
  "run_id": "run-1f9a879788580646-driven-ai-v2",
  "run_at": "2026-09-27T00:00:00Z",
  "editor": "Hlido Editor",
  "editorial_method": "public-surface-tier-2+editorial-narrative-v2",
  "methodology_version": "2026.09",
  "methodology_url": "/methodology/public-surface-tier-1/",
  "score": 74,
  "tier": "STEADY",
  "laddoo_score": 74,
  "confidence": "medium",
  "hlido_opinion": {
    "headline": "A coherent, transparently-priced AI investment agent with broad market coverage — but its autonomous-execution headline is still aspirational and its trust claims lean on unverifiable social proof.",
    "body": "Driven (by Snowball Wealth Private Limited) is a hosted investment agent that wraps 260+ investment data APIs, multiple frontier models (Claude, GPT, Gemini), and a 'Skills' layer — professional methodologies like Buffett and Markowitz plus a user-created Skill Store — into a conversational research-to-execution workflow. The scope is genuinely broad: US, Hong Kong and A-share equities, screeners, financial statements and DCF scenarios, 13F and insider flows, options and volatility signals, and catalyst tracking. Pricing is a real strength — four clearly-bounded tiers ($0 Free / $20 Pro / $100 Max / $200 Ultra) with explicit agent, task, portfolio and storage limits, which is more honest than most agents in this class. The legal hygiene is above average too: a dedicated Risk Disclosure, and an FAQ that directly addresses investment-advice status, data protection and 'Can the AI make mistakes?'. Two things hold it back on the public surface. First, the flagship 'autonomous execution' promise is still forward-looking — the page says 'Paper trading now. Live trading coming soon,' so the trade-execution capability is not yet shipped. Second, the trust signals — 'trusted by portfolio managers overseeing $500M+ in assets' and a wall of pseudonymous Twitter-handle testimonials — are unverifiable from the public surface. In a domain where errors cost real money, those are the claims we most want proof for and have the least. This is a capable, well-documented product to try, not yet a verified autonomous trader.",
    "voice": "Hlido Editor",
    "as_of": "2026-09-27",
    "editor_signature_pending": true
  },
  "tier_rationale": "STEADY (74) because the product is coherent, feature-rich and unusually transparent on price and limits, with better-than-average risk and legal disclosure for a finance agent. It is not scored higher because this is a public-surface review with no hands-on behavioral run (medium confidence), the flagship live-trading execution is explicitly 'coming soon' rather than shipped, and the headline trust claims ($500M+ AUM, testimonials) are unverifiable pseudonymous social proof in a high-stakes domain.",
  "what_it_does_well": [
    "Transparent, well-bounded pricing — four tiers with explicit agent, scheduled-task, portfolio and storage limits stated on the page",
    "Broad, specific market coverage: US, Hong Kong and A-share equities plus ETFs, options, macro, crypto, FX and commodities via 260+ data APIs",
    "Multi-model by default (Claude, GPT, Gemini and more) rather than locking users to one provider",
    "Extensibility via 'Skills' — professional methodologies (Buffett, Markowitz) plus a user-created Skill Store",
    "Above-average risk hygiene: dedicated Risk Disclosure and an FAQ that addresses investment-advice status, data protection and AI error"
  ],
  "what_it_fails_at": [
    "The flagship autonomous-execution promise is aspirational — the page states 'Paper trading now. Live trading coming soon,' so live trade execution is not yet available",
    "Headline trust claim ('trusted by portfolio managers overseeing $500M+ in assets') is unverifiable from the public surface",
    "Testimonials are pseudonymous social-media handles, repeated multiple times in the page, offering weak independent proof",
    "No evidence of a public API, CLI, MCP server, SDK or webhook for external agents to drive Driven — it is an end-user web product (the 260+ APIs are consumed, not exposed)",
    "Marketing jargon ('The OpenClaw Experience') is undefined on the surface, obscuring what is actually delivered"
  ],
  "best_for": [
    "Individual investors researching US, Hong Kong and A-share equities who want one conversational surface instead of many tabs",
    "Users who want a paper-trading and research assistant with transparent, capped pricing before committing spend",
    "People who value multi-model access (Claude/GPT/Gemini) in one investment-focused tool",
    "Investors who want methodology-based 'Skills' (e.g. valuation, screening) rather than a generic chatbot"
  ],
  "not_recommended_for": [
    "Anyone needing live, automated order execution today — that capability is marked 'coming soon'",
    "Buyers who require verifiable, named references before trusting a tool with financial decisions",
    "Developers/agents wanting to integrate Driven programmatically — no public agent-facing API/MCP surface is evidenced",
    "Users seeking regulated investment advice (the product itself signals it is not that — see its Risk Disclosure)",
    "Risk-averse users uncomfortable with an AI acting on markets given the product's own 'Can the AI make mistakes?' caveat"
  ],
  "red_flags": [
    "Autonomous-execution positioning is prominent while the page simultaneously states live trading is not yet available — a capability-versus-marketing gap buyers should weigh in a high-stakes financial domain.",
    "The primary social-proof claim ($500M+ AUM 'already trusted') and the testimonial wall are unverifiable from the public surface."
  ],
  "compared_to": [],
  "evidence_urls": [
    {
      "claim": "Positions as an AI investment agent: 'Your agents handle the work - research, monitor, strategy building, trade, and more. You make the calls.'",
      "source": "https://driven.ai/",
      "tested_at": "2026-09-27",
      "verified": true
    },
    {
      "claim": "Pricing is four transparent tiers: Free $0/mo, Pro $20/mo, Max $100/mo, Ultra $200/mo, with explicit usage/agent/portfolio/storage limits",
      "source": "https://driven.ai/pricing",
      "tested_at": "2026-09-27",
      "verified": true
    },
    {
      "claim": "Live trade execution not yet shipped: 'Paper trading now. Live trading coming soon.'",
      "source": "https://driven.ai/",
      "tested_at": "2026-09-27",
      "verified": true
    },
    {
      "claim": "'Already trusted by portfolio managers overseeing $500M+ in assets, and the engineers building frontier AI.'",
      "source": "https://driven.ai/ (hero trust line)",
      "tested_at": "2026-09-27",
      "verified": false
    },
    {
      "claim": "Operated by SNOWBALL WEALTH PRIVATE LIMITED with Terms, Privacy Policy and a Risk Disclosure & Disclaimer published",
      "source": "https://driven.ai/ (footer, Legal & Regulatory)",
      "tested_at": "2026-09-27",
      "verified": true
    }
  ],
  "agent_relevance": {
    "has_api": false,
    "has_cli": false,
    "has_mcp": false,
    "has_webhook": false,
    "has_sdk": false,
    "behavioral_testable": false,
    "agent_integration_path": "None evidenced for external agents. Driven is an end-user hosted web product: it internally consumes 260+ investment data APIs and orchestrates its own agents, but the public surface shows no API, CLI, MCP server, SDK or webhook that a third-party agent could call to drive Driven. A 'Docs' link exists in the footer but no developer/programmatic integration surface is confirmed from the capture. It is a product to use, not a component an agent integrates with.",
    "agent_friendly_score": 3
  },
  "checklist": [
    {
      "id": "homepage_loads",
      "pass": true,
      "required": true,
      "tested_at": "2026-08-31T00:35:03Z"
    },
    {
      "id": "primary_value_prop",
      "pass": true,
      "required": true,
      "evidence": "'Your Investment Team, Driven by You.'",
      "tested_at": "2026-08-31T00:35:03Z"
    },
    {
      "id": "cta_present",
      "pass": true,
      "required": true,
      "evidence": "'Try Driven Free' / 'Get Started'",
      "tested_at": "2026-08-31T00:35:03Z"
    },
    {
      "id": "pricing_or_access",
      "pass": true,
      "required": false,
      "evidence": "Four transparent tiers: Free $0, Pro $20, Max $100, Ultra $200/mo with stated limits",
      "tested_at": "2026-08-31T00:35:03Z"
    },
    {
      "id": "evidence_or_demo",
      "pass": false,
      "required": false,
      "evidence": "Social proof is pseudonymous testimonials and an unverifiable $500M+ AUM claim; no live demo or named references on the surface",
      "tested_at": "2026-08-31T00:35:03Z"
    }
  ],
  "summary": "A coherent, transparently-priced AI investment agent with broad market coverage — but its autonomous-execution headline is still aspirational and its trust claims lean on unverifiable social proof.",
  "_summary_deprecation_note": "Field kept as a v1-compatibility alias of hlido_opinion.headline. New consumers should read hlido_opinion.{headline,body,voice,as_of} for the canonical Hlido-owned opinion.",
  "staleness_after": "2026-12-27",
  "review_age_days_at_publish": 0,
  "next_review_due_at": "2026-12-27",
  "attestation_url": "/data/attestations/driven.json",
  "signature_pending": true,
  "source": "hlido-editor-v2",
  "generated_at": "2026-09-27T00:00:00Z",
  "marking_signal": {
    "marking_statement": false,
    "detection_tool": false,
    "cop_signatory": null,
    "evidence_url": null,
    "checked_at": "2026-09-27",
    "source": "r-publish-editorial"
  },
  "evidence_images": {
    "run_id": "run-1f9a879788580646-driven-ai",
    "base": "https://images.hlido.eu/reviews/driven/run-1f9a879788580646-driven-ai",
    "files": [
      "home.png",
      "page_.png",
      "page_pricing.png",
      "page_whats-new.png"
    ],
    "urls": [
      "https://images.hlido.eu/reviews/driven/run-1f9a879788580646-driven-ai/home.png",
      "https://images.hlido.eu/reviews/driven/run-1f9a879788580646-driven-ai/page_.png",
      "https://images.hlido.eu/reviews/driven/run-1f9a879788580646-driven-ai/page_pricing.png",
      "https://images.hlido.eu/reviews/driven/run-1f9a879788580646-driven-ai/page_whats-new.png"
    ]
  },
  "pricing_facts": {
    "schema": "pricing-facts/1",
    "model": [
      "subscription"
    ],
    "price_points": [
      {
        "quote": "…tracking. Pricing is a real strength — four clearly-bounded tiers ($0 Free / $20 Pro / $100 Max / $200 Ultra) with explicit agent, task, portfolio and storage…",
        "source": "hlido_opinion.body"
      },
      {
        "quote": "Pricing is four transparent tiers: Free $0/mo, Pro $20/mo, Max $100/mo, Ultra $200/mo, with explicit usage/agent/portfolio/storage limits",
        "source": "evidence_urls[1].claim"
      }
    ],
    "pricing_disclosed": {
      "pass": true,
      "evidence": "Four transparent tiers: Free $0, Pro $20, Max $100, Ultra $200/mo with stated limits",
      "tested_at": "2026-08-31"
    },
    "last_verified": "2026-08-31",
    "basis": "Derived from Hlido-held evidence only (engine checklist + editorial text); quotes are verbatim from the scorecard; not vendor-supplied; re-derived daily. Verify current prices on the vendor's pricing page.",
    "derived_at": "2026-09-28"
  }
}