What Is Feluda?

“LLMs are powerful, but unpredictable.” -- Reza Rafati

That single sentence sums up the paradox that almost every business leader faces today. Large Language Models (LLMs) like Claude, ChatGPT-5, Grok, and Gemini can draft documents, analyze information, and even hold human-like conversations. They have captured the imagination of the world — and for good reason.

But when organizations try to put them into day-to-day operations, they quickly run into friction. These models are great at improvisation, but they lack structure. They can brainstorm, but they cannot reliably execute. They impress in demos, but they fail to deliver consistently in production environments where every decision must be repeatable, auditable, and aligned with business processes.

That’s where Feluda comes in.

Feluda is an AI operations platform. Its mission is simple: turn LLMs from clever assistants into dependable teammates. It does this by introducing Genes — modular, auditable workflows that act like apps for your AI assistant.

Why Do LLMs Need Feluda?

Even the most advanced AI models struggle with three universal problems:

Limitation	What Happens in Practice
No structured workflows	A model may suggest steps for running a survey, but each answer is slightly different, and critical steps are sometimes skipped.
No direct access to APIs and data	A marketer must copy-paste between Google Analytics, a CRM, and the AI — wasting time and risking errors.
No consistency or audit trail	Two team members ask the same model the same question and get two different answers, with no record of what process was followed.

In other words, raw LLMs are perfect for exploration, but not for execution. They are talented freelancers, not disciplined employees.

“The difference between potential and reliability is structure. Feluda provides that structure.”

What Exactly Are Genes?

Feluda solves this gap with Genes.

A Gene is a modular building block that extends an AI system with specialized capabilities. Instead of relying on improvised prompts, users install Genes that package:

• Tools → APIs, scripts, or connectors to real-world data sources
• Workflows → pre-engineered, step-by-step instructions tested for reliability
• Safeguards → rules that enforce compliance, privacy, and best practices

Think of them as apps for your AI assistant.

Examples of Genes in Action

Instead of abstract theory, let’s imagine how Genes transform work in everyday business scenarios.

1. Marketing Campaign Builder

A marketer wants to launch a holiday campaign. Normally, they would:

• Check analytics dashboards
• Export customer segments from a CRM
• Brainstorm messaging
• Build a campaign brief in a shared doc

Each step takes time, and the results vary depending on the marketer’s style.

With Feluda:

• The Marketing Campaign Gene pulls audience data from Google Analytics and the CRM
• It segments customers automatically
• It drafts a structured campaign brief, complete with channel recommendations and timelines

Impact: Faster campaigns, standardized briefs, no skipped steps.

2. Research Summarizer

A research team needs to analyze 50 academic papers on renewable energy. Traditionally, each researcher would read, highlight, and manually compile notes into a spreadsheet. The process takes days.

With Feluda:

• The Research Summarizer Gene ingests all 50 PDFs
• It extracts key findings, methods, and results
• It generates a comparison table of trends, contradictions, and gaps

Impact: Researchers move from reading to analyzing in hours, not weeks.

3. Product Roadmap Assistant

A product manager struggles to align their team’s Jira backlog with quarterly objectives. They spend hours manually tagging tickets, clustering tasks, and drafting a roadmap presentation.

With Feluda:

• The Product Roadmap Gene scans Jira
• It groups tasks by theme, flags blockers, and aligns features with strategic goals
• It exports a draft roadmap ready for review

Impact: The team gains clarity, and the PM spends less time wrangling data, more time driving strategy.

4. Customer Support Analyzer

A customer support lead wants to detect recurring issues across thousands of tickets. Normally, they must export CSVs, slice them in Excel, and hope they don’t miss key trends.

With Feluda:

• The Support Analyzer Gene processes the tickets
• It clusters issues, surfaces top pain points, and even suggests product fixes
• It generates a weekly executive report

Impact: Faster product improvements, happier customers, reduced support load.

Why Feluda Matters

Feluda transforms LLMs from black-box improvisers into transparent operators.

Here’s why organizations adopt it:

• Standardization Everyone follows the same Gene-driven workflow. No skipped steps, no improvisation.

• Auditability Every Gene execution is logged. You always know what was done, when, and why.

• Scalability A Gene created once can be deployed instantly across a global workforce.

• Flexibility Genes are editable. Teams can adjust them or build new ones to reflect their own workflows.

• Cross-domain utility Feluda is not tied to one industry. Genes work in:

  • Marketing
  • Research
  • Product management
  • Customer service
  • Finance
  • Legal
  • Healthcare

With vs. Without Feluda

Without Feluda	With Feluda
Answers vary depending on the user	Results are standardized across the team
Steps are improvised	Workflows are enforced
No record of actions	Every action is logged and auditable
Feels experimental	Feels enterprise-ready

The Philosophy Behind Feluda

“AI doesn’t replace people. It replaces the friction in their workflows. Feluda ensures that every model you use — whether Claude, ChatGPT-5, or something else — operates like part of your team, not like a random experiment.” -- Adrianus Warmenhoven

Frequently Asked Questions (FAQ)

Is Feluda an AI model? No. Feluda is not a model like Claude or ChatGPT-5. It is an operations layer that works with models, providing structure, tools, and workflows.

What are Feluda Genes? Genes are modular, reusable workflows packaged with tools, prompts, and safeguards. They act like apps for your AI assistant.

Can Feluda work with multiple LLMs? Yes. Feluda is model-agnostic. It works with Claude, ChatGPT-5, Grok, Gemini, and more.

Why not just use custom prompts? Prompts alone are inconsistent and depend on user skill. Genes are standardized, tested, and enforce compliance across teams.

Is Feluda only for technical teams? Not at all. Feluda is used by marketers, researchers, product managers, finance teams, and customer support — anywhere workflows need consistency.

Final Thoughts

Feluda is not just an add-on. It is the missing layer that turns AI from a novelty into a dependable operations partner.

• LLMs provide intelligence and creativity.
• Feluda provides structure, safety, and execution.

Together, they transform AI from experimental to enterprise-ready.