Consensus Analysis

Model Pile consensus dashboard showing AI model agreement analysis with critique scores and common insights visualization
Real-time analysis of agreement and divergence across multiple AI model critiques, highlighting consensus points and unique model insights.

The Operating System for
AI Consensus

Model Pile empowers everyone from individual researchers to enterprise teams with multi-model AI collaboration, debate, and validation in one unified platform.

"Claude Code is a brilliant soloist. Model Pile is an expert panel."

For a quick draft, you call a soloist. For a high-stakes diagnosis or a legal review, you convene a panel. We build the panel. Enterprise plans include blockchain verification—a digital notary for AI decisions. See the full comparison →

Why Model Collaboration Matters

Through extensive testing, we've discovered that every AI model has unique strengths and blind spots—insights that standard benchmarks often miss. No single model excels at everything (see our debate benchmark report comparing 5 models).

That's why we built Model Pile: to combine model strengths for more accurate, validated results across any task. Plus, we're building one of the most comprehensive document analysis systems available.

See what happens when specialized models collaborate: Two highly specialized models analyzing the same business document revealed complementary insights that neither could uncover alone—demonstrating how model diversity creates breakthrough results. Check it out! →

🚀Experience Multi-Model AI Now

See specialized AI models collaborate, debate, and validate your queries in real-time

No signup required No credit card Instant access

👥 Who Would Use It?

See how different users leverage Model Pile's multi-model collaboration to enhance their workflows.

User Type Use Case Benefit
Researchers Paper analysis, literature reviews, hypothesis validation Cross-validate findings across multiple AI perspectives
Developers Code review, documentation generation, bug analysis Get consensus on code quality and potential issues
Legal Professionals Contract analysis, compliance checking, risk assessment Comprehensive review with multiple AI validations
Business Analysts Market research, competitive analysis, strategy documents Diverse AI insights for well-rounded analysis
Content Creators Writing assistance, fact-checking, style consistency Multiple AI editors for comprehensive feedback
Students Essay writing, research assistance, study materials Learn from multiple AI teaching styles

Built for Everyone Who Uses AI

Whether you're an individual researcher, small team, or enterprise organization, Model Pile scales to your needs.

Individual Researchers

Access powerful multi-model analysis without enterprise complexity. Perfect for academic research, personal projects, and independent analysis.

Small Teams

Collaborate effectively with shared access to validated AI insights. Ideal for startups, agencies, and growing organizations.

Enterprise Organizations

Scale with confidence using enterprise-grade security, compliance, and support. Built for organizations that need reliable, validated AI at scale.

Key Features

Everything you need for comprehensive AI-powered analysis

Multi-Model Collaboration

Run multiple AI models simultaneously and compare their outputs. See where they agree, where they differ, and get consensus on critical decisions.

AI Model Debate

Watch AI models debate different perspectives on your content. Understand reasoning, identify blind spots, and discover nuanced insights.

Consensus Scoring

Get quantifiable confidence scores based on model agreement. Know when to trust results and when to dig deeper.

Document Analysis

Upload documents and get comprehensive analysis from multiple AI models. Perfect for contracts, research papers, and business documents. Enterprise plans include blockchain verification—a digital notary for documents & decisions.

Query History

Track all your queries and analyses. Review past work, compare results over time, and build on previous insights.

Privacy & Security

Your data stays private. We don't train on your content, and enterprise plans include advanced security features.

How Model Pile Works

A seamless workflow from input to validated output

1

Upload Your Content

Upload documents, paste text, or provide URLs. Model Pile supports various formats and content types.

2

Select AI Models

Choose which AI models to use for analysis. Mix and match based on your needs—some models excel at specific tasks.

3

Get Multi-Model Analysis

Watch as multiple AI models analyze your content simultaneously. See their individual responses and how they compare.

4

Review Consensus & Debate

Explore where models agree and where they differ. Read their reasoning and use consensus scores to guide decisions.

5

Take Action

Use validated insights to make informed decisions. Export results, share with your team, or integrate with your workflow.

Simple, Transparent Pricing

Try 50 free queries instantly — no sign up required

Why not just use ChatGPT Plus?

We're not competing with GPT-5 on raw intelligence—we're offering something different: multiple AI perspectives, validation through debate, and specialized tools that single-model platforms can't provide.

When 5 models agree, you can trust the answer. When they disagree, you discover nuances a single model would miss.

TRY IT FREE

Free Trial

No sign up required
$0
  • 50 free queries (across all features)
  • Access to 20+ AI models
  • Model comparison & summary
  • Confidence Score Card (NEW!)
  • Multi-Model Coverage Analysis (NEW!)
  • Before/After Fix It Proof (NEW!)
  • Document analysis
  • AI Document Fixer (NEW!)
  • Excel Analysis ($15/mo value)
  • Audio Transcription ($26/mo value)
  • Humanize Text & Docs ($15/mo value)
  • No credit card needed

Individual

Students, Researchers, Hobbyists
$24/month
Feature-Specific Limits:
  • 400 chat messages/month
  • 50 document critiques/month
  • 25 AI debates/month
  • Access to 20+ AI models
  • Confidence Score Card (NEW!)
  • Multi-Model Coverage Analysis (NEW!)
  • Before/After Fix It Proof (NEW!)
  • 30 Excel analyses/month
  • 600 minutes audio transcription/month
  • AI Document Fixer (unlimited)
  • Humanize Text & Docs (unlimited)
  • 25 vision analyses/month
  • Research Library (NEW!)
  • Email support
COMING SOON

Team

Startups, Small Businesses, Research Teams
$199/month
Team Limits (up to 5 users):
  • 3,500 chat messages/month
  • 400 document critiques/month
  • 200 AI debates/month
  • Access to 30+ AI models (includes expert agent)
  • Team collaboration tools
  • Confidence Score Card (NEW!)
  • Multi-Model Coverage Analysis (NEW!)
  • Before/After Fix It Proof (NEW!)
  • 250 Excel analyses/month
  • 80 hours audio transcription/month
  • AI Document Fixer Pro (unlimited + batch)
  • Humanize Pro (unlimited + bulk)
  • 200 vision analyses/month
  • Team Research Library (NEW!)
  • API access
  • Priority support
COMING SOON

Enterprise

Large Organizations, Regulated Industries
Custom
Unlimited Everything:
  • Unlimited all features
  • All AI models + custom model integration
  • Automatic benchmarking of your own models
  • Confidence Score Card (All tiers)
  • Multi-Model Coverage Analysis (All tiers)
  • Before/After Fix It Proof (All tiers)
  • AI Document Fixer Enterprise (API + bulk + custom)
  • Excel Analysis Enterprise (API + batch + consolidation)
  • Audio Transcription Enterprise (API + unlimited)
  • Humanize Enterprise (API + white-label + bulk)
  • Advanced compliance workflows
  • Cryptographic non-repudiation via blockchain anchoring — acts like a digital notary for documents & decisions
  • Unlimited team members
  • Dedicated API ($0.50/page)
  • Enterprise security & compliance
  • Dedicated support & training
💡 Feature-Specific Pricing: Unlike generic "query" limits, our pricing reflects actual usage patterns. Heavy chat users get more chat credits, document reviewers get more critiques, etc. This ensures fair pricing based on real value delivered.

Academic discounts available • 50 free queries across all features, no sign up needed

Ready to Transform Your AI Workflow?

Join researchers, developers, and organizations using Model Pile to make better decisions with AI consensus.

No sign up required • No credit card • Test all features instantly

More Solutions Coming

We're developing innovative solutions for the future of AI-powered intelligence and autonomous systems.

About IFusionSoft

Innovation at the Intersection of AI, Autonomy, and Critical Data

Company Overview: The Universal Trust Engine for Critical Data

We are not a document reviewer or a simple AI tool. We are building the universal trust engine for high-stakes decisions.

Our core technology is a proprietary AI architecture where multiple, specialized models collaborate, debate, and reach a consensus on any complex data—from satellite imagery and sensor feeds to legal contracts and financial reports. This process doesn't just detect anomalies; it reasons about them, providing a plain-English rationale and a quantifiable confidence score for every finding.

This transforms overwhelming, risky data into actionable, defensible intelligence. For a utility, it's a prioritized repair order with an audit trail for regulators. For a financial institution, it's a validated risk assessment. For a healthcare provider, it's a comprehensive analysis with full transparency. We enable confident action in fields where being wrong is not an option—energy, finance, law, healthcare, and beyond.

Our go-to-market leverages this horizontal platform through the Model Pile "Trust Engine" platform sold via subscription. We control the full stack—from standardized data collection to validated AI reasoning—creating a defensible moat and a scalable model to become the essential intelligence partner for the world's most critical industries.

Meet Our Team

A group of passionate experts dedicated to building the future of trusted and highly accurate AI.

Harlan Ellis

Harlan Ellis

CEO & Co-Founder

Visionary leader driving the company's strategic direction and innovation in AI and autonomous systems.

Jesse Smith

Jesse Smith

CTO and Co-Founder

A proven hands-on AI builder with a track record in regulated, high-reliability systems.

Patrick Cobb

Patrick Cobb

CFO

Oversees financial strategy, risk management, and investor relations while ensuring sustainable growth and operational excellence.

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