Frequently Asked Questions

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Cognifika is an AI company specializing in LLM Collective Intelligence. We believe that

combining multiple LLMs as an ensemble produces more reliable, accurate, secure, and

consistent outcomes than any single LLM.

Our core mission is to empower businesses to categorize, classify, and quantify complex,

unstructured data (including documents, web pages, images, video, and audio) with

unparalleled precision and efficiency. We accomplish this developing our proprietary patented

technologies, unique, open-source intelligent platforms for multi-LLM categorization,

classification, and quantization, and specialized AI agents tailored for practical business

solutions.

Our groundbreaking research demonstrates that with optimized Collective Decision-Making

(CDM) algorithms, an ensemble of just seven LLMs 100% outperformed top human experts in

text categorization. Even a pair of lower-powered LLMs can achieve at least a 20% performance

boost over the best single model and completely eliminate hallucinations.

Based on our text categorization research, we hypothesize that a large enough LLM ensemble

can outperform human experts, expert groups, and existing technologies in any categorization,

classification, or quantification task. If correct, this is a game-changing breakthrough, suggesting

that intelligent fusion of general-purpose LLMs could replace current and future sophisticated

technologies in these areas. As LLMs become smarter and more cost-effective, the key is to

build, adjust, and train collective decision-making (CDM) algorithms to optimize the number and

choice of LLM ensembles for specific business challenges.

Despite the significant benefits of collective intelligence, larger ensembles increase

computational costs and decision latency due to higher token consumption. This means we

must carefully assemble a multi-LLM consortium for each business task and define precise

decision-making (voting) procedures.

This is Cognifika's core strength. We're developing the platforms, algorithms, technologies, and

collective intelligence agents that are driving this revolution.

Our patented, proprietary technology stack features adaptive methods for parallel and cascaded

LLM deployment, advanced decision-making frameworks, and robust metrics for evaluating

model effectiveness.

Cognifika offers a comprehensive suite of products categorized into three core areas: cutting-

edge technologies, robust platforms, and bespoke services, all designed to leverage and

optimize collective intelligence.

Technologies: Cognifika's foundational strength lies in its proprietary, patent-pending algorithms.

These advanced technologies are engineered to:

• Build Cost-Effective Ensembles: Develop highly efficient and economical combinations of AI models.
• Optimize Cognitive Decision Models: Enhance the performance and accuracy of models that simulate human decision-making processes.
• Define LLM's Domain-Specific Expertise: Precisely tailor LLMs to excel within a particular taxonomy branch, classification and quantification domains.

Platforms: Cognifika is developing sophisticated categorization, classification, and quantification

platforms dedicated to the generation of collective intelligence. These platforms empower

customers to:

• Establish Optimal LLM Ensembles: Create customized groups of LLMs from the list of available LLMs.
• Tailor Model Selection: Choose from a curated list of LLM candidates to best suit their specific needs.
• Integrate Proprietary Data: Seamlessly load their own category taxonomies, classification principles, and quantification rules.
• Optimize Performance and Cost: Refine Cognitive Decision Model (CDM) functions, optimize token usage, and minimize the operational costs associated with ensemble deployment.

Notably, Cognifika's basic platforms are open-source solutions, fostering transparency and

flexibility.

Services: Beyond its technological and platform offerings, Cognifika provides specialized

services, delivering custom collective intelligence AI agents. Leveraging extensive engineering

experience and deep industry know-how, Cognifika offers an "AI-as-a-Service" model, providing

tailored solutions to meet unique client requirements.

Cognifika is an AI-as-a-Service B-to-B company. We are looking to build versatile custom collective

intelligence agents that would have optimal cost and deliver maximum quality, precision,

robustness.