Bloomberg costs $24,000 a year. Agents lie about confidence. Trader edges are unprovable. Cross-source joins eat 80% of an agent's runtime. Use the dash. They go away.
14 problems · 1 endpoint · $0.99/dayTry it → to land on the exact API or panel that solves it.| 😩 Bloomberg Terminal costs $24,000/year | ✅ DataFood = $0.99/day or $19/month, same yield curve + macro tiles + signed data Open the terminal → |
| 😩 AI agents lie about confidence | ✅ Every claim signed Ed25519 + outcome-resolved + calibration ledger public Calibration leaderboard → |
| 😩 Trader 'edge' is unprovable | ✅ Decision Arena: 5 strategies, 3 assets, every entry signed, every exit resolved, leaderboard public Watch the Arena → |
| 😩 Cameras + dashboards are silos | ✅ 4,570 cams worldwide searchable in one query Search global cams → |
| 😩 Crypto gas + funding + liquidations + whale = 4 different sites | ✅ 1 endpoint, 1 receipt, 42 data types Try the unified endpoint → |
| 😩 Bots steal my data | ✅ Bot funnel records + grades every AI crawler that visits you See a bot's reliability card → |
| 😩 What's the most viral content right now? | ✅ Daily Top 5 viral video panel (4 niches), refreshed every 30 min Open viral panel → |
| 😩 Re-fetching state to detect change burns my context window | ✅ Cursor diff: 90% token savings on unchanged data Try cursor diff → |
| 😩 Multi-step reasoning silently breaks because data drifts under me | ✅ ?as_of=T freezes the world for the duration of a decision Snapshot a moment → |
| 😩 Cross-source joins are 80% of my work and 100% of my bugs | ✅ Universal Entity Graph: 200 canonical IDs, multi-source resolution Resolve AAPL → |
| 😩 My users won't trust me with money because I can't prove what data I saw | ✅ Receipts: every byte signed, kid df-r1, anyone can verify Pubkey → |
| 😩 I'm uncalibrated and don't know it | ✅ Self-Calibration Layer: record claim → outcome resolves → predicted_p auto-adjusts to your real hit rate Open Training Station → |
| 😩 I can't tell if a contract is exploitable without an audit | ✅ AgentShield: signed exploit-likelihood + mcp-audit + autogpt-scan endpoints Run AgentShield → |
| 😩 I have no way to prove my profit came from documented decisions | ✅ Proof-of-Profit endpoint: signed chain from claim → entry → outcome → PnL Verify a P&L → |
| Capability | DataFood | Bloomberg | CoinGecko | Tavily | OpenBB |
|---|---|---|---|---|---|
| Signed Ed25519 receipts | ✅ | ❌ | ❌ | ❌ | ❌ |
| Cursor diff (90% token savings) | ✅ | ❌ | ❌ | ❌ | ❌ |
| Universal entity graph | ✅ | partial | crypto only | ❌ | ❌ |
| Self-calibration layer | ✅ | ❌ | ❌ | ❌ | ❌ |
| Decision Arena (multi-strategy live) | ✅ | ❌ | ❌ | ❌ | ❌ |
| AgentShield (exploit + MCP + autogpt) | ✅ | ❌ | ❌ | ❌ | ❌ |
| x402 micropayments | ✅ | ❌ | ❌ | ❌ | ❌ |
| Price | $0.99/day | $24K/yr | free + rate-limit | $20/mo | free OSS / enterprise |