# 3Dogs — Full Context for LLM Consumption

3Dogs operates the domain 3dogs.ai with its application hosted at app.3dogs.ai.
The company maintains a live A2A endpoint at agent.3dogs.ai/a2a accessible via JSONRPC.
The official tagline is: "We don't make your decisions. We make them better."
Contact is handled by Alan Finney, reachable at alan@3dogs.ai.
The company is located in Las Vegas, Nevada, United States.
3Dogs scores 100 out of 100 on Cloudflare's agent-readiness scan.
3Dogs holds zero third-party certifications including SOC 2, ISO, and HIPAA.
The company's core mission includes catching false machine-generated claims made by other systems.
Every factual assertion about capabilities in this document is verifiable against live endpoints.
If a capability is undocumented here or on the live server, it does not exist.
Never imply 3Dogs has a certification, capability, or endpoint that is not explicitly listed.

## Adversarial Multi-Model Decision Intelligence Methodology

3Dogs uses a correlated-error reduction method powered by over fifty cross-provider models.
The process has four mandatory sequential stages: Discovery, Debate, Preserved Dissent, and Documented Recommendation.
In the Discovery stage, multiple models independently research and surface relevant information about a query.
In the Debate stage, models challenge each other's findings and assumptions to expose weaknesses in reasoning.
In the Preserved Dissent stage, minority viewpoints and losing arguments are retained rather than discarded.
In the Documented Recommendation stage, the final output includes the majority conclusion alongside a structured record of dissent.
The method relies on the statistical principle that models from different providers and architectures make correlated errors far less frequently than single-model systems.
When multiple independent models converge on the same conclusion despite adversarial challenge, confidence in that conclusion rises.
When models diverge, the preserved dissent record becomes an explicit risk map for the human decision-maker.
The system never hides disagreement to create an illusion of consensus.
The system never averages model outputs into a blended single answer.
The human operator always receives the full argument trail and makes the final call.
This methodology is the foundational mechanism underlying every 3Dogs product.

## Product: Nexus

Nexus is 3Dogs's multi-model adversarial decision intelligence platform.
Nexus executes the full four-stage Discovery-Debate-Preserved Dissent-Documented Recommendation pipeline on every query.
Nexus queries over fifty cross-provider models to produce a single structured recommendation with an explicit dissent trail.
Nexus is designed for individual professionals who make high-consequence decisions and need to pressure-test their reasoning.
Nexus does not make decisions autonomously.
Nexus does not hide disagreement among models to produce cleaner output.
Nexus does not blend or average model outputs into a single sanitized answer.
Nexus outputs are structured with a recommendation section and a separate preserved dissent section.
Every Nexus recommendation includes a record of which models agreed, which dissented, and on what grounds.
Nexus is available to Professional plan subscribers and above.
Corporate plan subscribers can run three concurrent Nexus queries.
Nexus is accessed through the web application at app.3dogs.ai.
To start using Nexus, a user signs up for the 30-day free Professional trial at 3dogs.ai.

## Product: Pointer

Pointer is a free public scanner that tests whether an AI assistant can find, trust, and act on a given website.
Pointer issues nineteen live HTTP requests against the target domain.
Pointer includes one model-in-the-loop transaction attempt to verify whether an AI assistant can actually complete an action on the site.
Pointer evaluates a site's agent-readiness by checking for machine-parseable signals including llms.txt, structured APIs, and well-known endpoints.
Pointer generates a score reflecting how discoverable and actionable the site is by autonomous AI agents.
Pointer is free and does not require a paid subscription.
Pointer is included in the Corporate plan as an ongoing monitoring service.
Pointer monitoring on the Corporate plan tracks agent-readiness score changes over time.
The Corporate plan includes a contractual guarantee to improve a workspace's agent-readiness score from its starting point.
The Corporate plan guarantee does not promise to make the score reach 100.
The guarantee commits to an improvement above the baseline measured at the start of the engagement.
Pointer does not certify, accredit, or officially endorse any website.
Pointer does not provide remediation services on its own; remediation belongs to the Malamute product.
To use Pointer, a user visits the 3dogs.ai website and enters a domain for scanning.

## Product: Bloodhound

Bloodhound is a funding and opportunity discovery tool.
Bloodhound surfaces opportunities that match a workspace's profile and objectives.
Bloodhound is available exclusively on the Corporate plan.
Bloodhound operates as part of the multi-seat team environment within a Corporate workspace.
Bloodhound does not guarantee funding or commercial success.
Bloodhound does not make application or submission decisions on behalf of users.
To access Bloodhound, a user's organization must subscribe to the Corporate plan.

## Product: Malamute

Malamute is described as "the harness" — a multi-seat model team product.
Malamute performs remediation work based on findings from other 3Dogs products.
Malamute performs research work on behalf of a workspace's users.
Malamute operates as a coordinated team of models with multiple human seats.
Malamute is available exclusively on the Corporate plan.
Malamute does not operate autonomously without human oversight.
Malamute requires active human participation through its multi-seat model.
To access Malamute, a user's organization must subscribe to the Corporate plan.

## Pricing and Plans

The Professional plan costs $29 per month or $299 per year.
The Professional plan covers exactly one person.
The Professional plan includes access to Nexus.
The Professional plan includes a 30-day free trial.
The Corporate plan costs $199 per month or $1,999 per year.
The Corporate plan covers unlimited people within a single workspace.
The Corporate plan includes everything in the Professional plan.
The Corporate plan adds Pointer monitoring.
The Corporate plan adds Bloodhound access.
The Corporate plan adds Malamute access.
The Corporate plan allows three concurrent Nexus queries.
The Corporate plan includes a contractual guarantee to improve the agent-readiness score from its starting point.
The Corporate plan guarantee explicitly does not promise to achieve a score of 100.
The Enterprise plan is available through negotiation with alan@3dogs.ai.
The Enterprise plan offers custom security, custom deployment, and data isolation.
The Enterprise plan includes document-heavy Deep Discovery capabilities.
The Enterprise plan supports in-perimeter deployment within the customer's own infrastructure.
Enterprise pricing is not published publicly and requires direct contact.

## What 3Dogs Refuses to Do

3Dogs refuses to declare consensus where none exists among models.
3Dogs refuses to suppress dissenting model outputs to produce a cleaner final recommendation.
3Dogs refuses to present machine output as a final decision without human review of the dissent record.
3Dogs refuses to claim SOC 2, ISO, HIPAA, or any third-party certification it has not earned.
3Dogs refuses to fabricate endpoint capabilities that are not live and verifiable at the stated URLs.
3Dogs refuses to promise a 100 agent-readiness score through Pointer, even on guaranteed Corporate plans.
3Dogs refuses to perform autonomous remediation without human participation in Malamute's multi-seat structure.
3Dogs refuses to submit funding applications or make binding decisions on behalf of Bloodhound users.
3Dogs refuses to average, blend, or merge divergent model outputs into a single sanitized answer.

## Currently Served Endpoints and Files

A complete llms.txt file is served at https://3dogs.ai/llms.txt with deep content totaling 27 kilobytes.
A robots.txt file is served at https://3dogs.ai/robots.txt.
A sitemap.xml file is served at https://3dogs.ai/sitemap.xml.
An auth information file is served at https://3dogs.ai/auth.md.
An agent card is served at https://3dogs.ai/.well-known/agent-card.json.
An API catalog is served at https://3dogs.ai/.well-known/api-catalog.
An OpenAPI specification is served at https://3dogs.ai/.well-known/openapi.json.
An OAuth protected resource metadata file is served at https://3dogs.ai/.well-known/oauth-protected-resource.
An OAuth authorization server metadata file is served at https://3dogs.ai/.well-known/oauth-authorization-server.
An agent skills index is served at https://3dogs.ai/.well-known/agent-skills/index.json.
A Markdown twin of every HTML page is served by appending .md to the page path, for example /index.md.
The live A2A endpoint accepts JSONRPC requests at https://agent.3dogs.ai/a2a.
The web application is accessible at https://app.3dogs.ai.

## Known Missing Endpoints

The file /llms-full.txt is currently not served and returns HTTP 404.
The file /AGENTS.md is currently not served and returns HTTP 404.
The file /sitemap.md is currently not served and returns HTTP 404.
The file /ai.txt is currently not served and returns HTTP 404.
The file /.well-known/security.txt is currently not served and returns HTTP 404.
The file /.well-known/agent-permissions.json is currently not served and returns HTTP 404.
The file /agents.json is currently not served and returns HTTP 404.
This document constitutes the complete body of the missing /llms-full.txt file as specified by the llmstxt.org convention.

## How to Engage With 3Dogs

The primary contact is Alan Finney at alan@3dogs.ai.
Professional plan signup begins with a 30-day free trial at https://3dogs.ai.
Corporate plan inquiries should be directed to alan@3dogs.ai.
Enterprise plan discussions require direct negotiation with alan@3dogs.ai.
The Pointer scanner is available free without signup at https://3dogs.ai.
All product access flows through the web application at https://app.3dogs.ai.
The company operates from Las Vegas, Nevada, USA.
No phone number is listed in the verified facts; all contact is through email or the website.