Webhound

Run cited long-horizon research and structured dataset investigations

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PricingPaid
Starting price$1/run
Free planNo
Free trialYes
APIYes
Open sourceNo
DeploymentCloud
Last verifiedJuly 30, 2026
Overview

Tool overview

Webhound is listed under Research AI tools.

Summary

What is Webhound?

Webhound is a pay-as-you-go research engine for reports and datasets. Its agents search, read, compare, verify, and assemble evidence over longer runs, with source trails and claim-level citations for decisions that need more than a quick answer.

Best fit

Best for

Teams needing source-backed investigations or datasets with controllable research depth

Audience

Who is it for?

ResearchersStrategy teamsMarket analystsAI agentsData operations teams
Recommendation

Decision note

The current profile is suitable for research and dataset workflows. Preserve the usage-based model, one-time evaluation-credit semantics, and citation-focused positioning during Preview.

Capabilities

Key features

Cited reports with claim-level evidence

Structured datasets with source trails

User-controlled effort budgets and top-ups

Long-running research with checkpoints

API and MCP access for external agents

Workflows

Use cases

Compare vendors with verified evidence

Build sourced market and company datasets

Investigate technical or commercial questions

Enrich spreadsheets with web research

Run research from coding-agent clients

Strengths

Pros

  • Every meaningful claim links back to evidence
  • Budget directly controls research depth
  • Supports reports, datasets, API, and MCP
  • Can continue running after the user leaves
Considerations

Limitations

Webhound can improve evidence collection, but source quality, interpretation, completeness, and freshness still require human review. Budget estimates are heuristics rather than guarantees, and inaccessible or contradictory sources can leave gaps that should be acknowledged before action.

Cost

Pricing details

Pricing modelPaid
Starting price$1/run
Free planNo
Free trialYes
Pricing context

Billing options

Prepaid creditsToken and operation usageOptional auto-recharge
Pricing context

Pricing note

Reports and datasets start at $1, while Deep Read sessions start at $5. New accounts include one $5 Report or Dataset. Usage is pay-as-you-go through prepaid credits, token costs, search calls, page visits, and optional auto-recharge. The one-time signup credit is treated as a Free Trial, not an ongoing Free Plan.

View official pricing
Compatibility

Supported languages

  • English
Connectivity

Integrations

Google Search

Image Search

LinkedIn

Reddit

Notion

Slack

Dropbox

Custom APIs

Specs

Technical details

PlatformsWeb, API
Multilingual supportUnknown
Login requiredYes
Open sourceNo
DeploymentCloud
CompanyWebhound
Launch year2023
Models / versionsHound 1.0 Deep Read Report workflow Dataset workflow
Editions / plansReports Datasets Ask Chains API and MCP
Data confidenceHigh
Last verifiedJuly 30, 2026
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Answers

Frequently asked questions

Webhound is a pay-as-you-go research engine for reports and datasets. Its agents search, read, compare, verify, and assemble evidence over longer runs, with source trails and claim-level citations for decisions that need more than a quick answer.
Teams needing source-backed investigations or datasets with controllable research depth
The listed pricing model for Webhound is paid. Pricing can change, so users should verify the latest plan details on the official website.
Yes. The current profile indicates that a free trial is available.
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