1
FinRobot
FinRobot is the first AI agent framework specifically designed for equity research, employing a multi-agent Chain of Thought (CoT) system for comprehensive quantitative and qualitative analysis.
AI Tool
Vouch API Review
Vouch API is a verification layer for investment decisions, turning financial data and AI reasoning into certified investment research.
shipped Apr 27, 2026aifreemium
1Generates institutional-grade equity research with cryptographic proof.
2Utilizes SEC XBRL data, DCF valuation, and Monte Carlo simulation with deterministic verification.
3Offers API rate limits ranging from 100 req/hour (PROBATIONARY) to 10000 req/hour (TRUSTED).
4Pricing for verified LLM output ranges from $1.00 to $2.00 per 1k tokens.
Vouch API at a Glance
About Vouch API
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Anthropic (Claude's Financial Analysis Solution)
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Fiscal.ai
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4
Marvin Labs
Marvin Labs distinguishes itself with a source verification architecture, ensuring every AI-generated insight links directly to a specific passage in a source document to prevent hallucinations.
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overview
What is Vouch API?
Vouch API is a financial analysis and verification tool developed by VouchAPI that enables PE firms, hedge funds, and AI teams to generate and certify institutional-grade equity research with cryptographic proof. It utilizes SEC XBRL data, DCF valuation, and Monte Carlo simulation with deterministic verification to prevent AI hallucinations in financial analysis. The platform aims to provide deterministic verification for AI systems performing financial analysis, valuation, forecasting, or equity research, addressing risks such as material losses, regulatory violations, and investor harm caused by unverified AI outputs. Vouch API requires AI systems to validate outputs through its "Vouch Truth Anchor" and prohibits direct computation of certain financial metrics, instead mandating the use of Vouch's deterministic primitives. Every financial claim processed must be verified against SEC XBRL source data.
quick facts
Quick Facts
| Attribute | Value |
|---|---|
| Developer | VouchAPI |
| Business Model | Freemium / Hybrid (Freemium for base, usage-based for verified LLM output) |
| Pricing | Freemium (PROBATIONARY tier is free); Verified LLM output from $1.00 to $2.00 per 1k tokens |
| Platforms | API |
| API Available | Yes |
| Integrations | SEC XBRL data |
| HQ | United States |
features
Key Features of Vouch API
Vouch API provides a suite of features designed to ensure the accuracy and verifiability of AI-generated financial insights, focusing on cryptographic proof and deterministic verification for critical financial operations.
- 1Generates institutional-grade equity research.
- 2Certifies correctness of financial outputs with cryptographic proof.
- 3Utilizes SEC XBRL data for source verification of financial claims.
- 4Performs Discounted Cash Flow (DCF) valuation with deterministic verification.
- 5Employs Monte Carlo simulation with deterministic verification for risk analysis.
- 6Provides an API for integration into existing financial analysis workflows.
- 7Validates AI system outputs across financial analysis, valuation, forecasting, and equity research.
- 8Offers a cryptographically-signed Decision Object, including a full audit trail and evidence links.
- 9Ensures regulatory compliance with standards such as FINRA 3110 and SEC 17a-4.
- 10Provides $10,000,000 liability coverage per verified claim.
- 11Establishes cryptographic identity for AI agents to prove actions and intent.
use cases
Who Should Use Vouch API?
Vouch API is primarily designed for financial institutions and AI development teams that require high levels of accuracy, verifiability, and compliance in their financial analysis and research processes, particularly when leveraging AI.
- 1PE firms: For reducing diligence cycles (e.g., from 12 days to 36 hours) and generating auditable investment research with cryptographic audit trails for closing objections.
- 2Hedge funds: For increasing coverage without additional headcount and enabling AI agents to produce auditable thesis statements with verifiable citations.
- 3AI teams: For validating AI system outputs in financial analysis, valuation, forecasting, or equity research, and establishing cryptographic identity for AI agents to mitigate risks like HIPAA violations or unauthorized financial trades.
- 4Organizations requiring compliance: For generating audit trails compliant with FINRA 3110 and SEC 17a-4, ensuring regulatory adherence for financial claims and AI agent actions.
pricing
Vouch API Pricing & Plans
Vouch API operates on a freemium model with tiered access to its API and a usage-based cost for verified LLM output, structured around 'Trust Credits'. The cost per 1k tokens of verified LLM output varies based on the enterprise bundle purchased.
- 1PROBATIONARY: Free, includes an API rate limit of 100 requests per hour.
- 2VERIFIED: Contact for pricing, includes an API rate limit of 1000 requests per hour.
- 3TRUSTED: Contact for pricing, includes an API rate limit of 10000 requests per hour.
- 4Verified LLM Output: From $1.00 to $2.00 per 1k tokens. This pricing is based on 1 Trust Credit (TC) per 100 tokens of verified LLM output. The cost per TC varies by enterprise bundle: Systemic Pack ($0.1/TC), Platform Pack ($0.125/TC), Enterprise Pack ($0.17/TC), Growth Pack ($0.2/TC). Therefore, 10 TC (for 1k tokens) would range from $1.00 to $2.00.
competitors
Vouch API vs Competitors
Vouch API positions itself as a specialized solution for preventing AI hallucinations in financial analysis by offering deterministic verification with cryptographic proof. This differentiates it from other AI financial tools that may focus on broader analysis, direct source linking, or multi-agent frameworks.
1
FinRobot↗
FinRobot is the first AI agent framework specifically designed for equity research, employing a multi-agent Chain of Thought (CoT) system for comprehensive quantitative and qualitative analysis.
FinRobot focuses on blending discretionary judgment with quantitative analysis and real-time data for sell-side research, similar to Vouch API's institutional-grade output, and explicitly uses DCF models. While Vouch API emphasizes cryptographic proof, FinRobot highlights its multi-agent CoT system for accuracy and realistic risk assessments.
2
Claude's Financial Analysis Solution provides verifiable answers by linking every claim directly to its original source for transparency, and it excels in complex analysis including Monte Carlo simulations.
Similar to Vouch API, Claude's solution offers verification and Monte Carlo simulations for financial analysis. Vouch API specifies cryptographic proof, while Claude emphasizes direct source linking for transparency and error reduction.
3
Fiscal.ai↗
Fiscal.ai is an AI-powered investment research platform that provides institutional-grade financial data, analytics, and conversational AI within an all-in-one fundamental research terminal and API solution.
Fiscal.ai offers a comprehensive platform for fundamental research with high-quality global financial data and APIs, similar to Vouch API's data-driven approach. While Vouch API focuses on cryptographic proof and specific valuation methods, Fiscal.ai emphasizes efficient research, understanding key performance indicators, and modernized workflows.
4
Marvin Labs↗
Marvin Labs distinguishes itself with a source verification architecture, ensuring every AI-generated insight links directly to a specific passage in a source document to prevent hallucinations.
Marvin Labs, like Vouch API, aims for high accuracy in institutional research by providing source-verified AI output, directly addressing the 'hallucination' concern in AI. While Vouch API uses cryptographic proof for correctness, Marvin Labs focuses on direct document citation for verification.
❓
Frequently Asked Questions
+What is Vouch API?
Vouch API is a financial analysis and verification tool developed by VouchAPI that enables PE firms, hedge funds, and AI teams to generate and certify institutional-grade equity research with cryptographic proof. It utilizes SEC XBRL data, DCF valuation, and Monte Carlo simulation with deterministic verification to prevent AI hallucinations in financial analysis.
+Is Vouch API free?
Vouch API offers a PROBATIONARY tier that is free, providing an API rate limit of 100 requests per hour. Paid tiers (VERIFIED and TRUSTED) require contacting for pricing, and verified LLM output is usage-based, ranging from $1.00 to $2.00 per 1k tokens depending on the Trust Credit bundle purchased.
+What are the main features of Vouch API?
Key features of Vouch API include generating institutional-grade equity research, certifying correctness with cryptographic proof, utilizing SEC XBRL data, performing DCF valuation and Monte Carlo simulation with deterministic verification, providing an API, and validating AI system outputs in financial analysis. It also offers a cryptographically-signed Decision Object with audit trails and $10,000,000 liability coverage per verified claim.
+Who should use Vouch API?
Vouch API is intended for PE firms, hedge funds, and AI teams that require certified investment research, validation of AI system outputs in financial analysis, DCF valuation, and SEC XBRL data integration with cryptographic proof. It is also suitable for organizations needing compliance with financial regulations like FINRA 3110 and SEC 17a-4.
+How does Vouch API compare to alternatives?
Vouch API differentiates itself by providing cryptographic proof and deterministic verification for financial analysis, directly addressing AI hallucinations. Competitors like FinRobot focus on multi-agent frameworks for equity research, Anthropic's Claude emphasizes direct source linking for transparency, Fiscal.ai offers a comprehensive research platform, and Marvin Labs uses source verification architecture for document citation.
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