ChatGPT & Perplexity Priming

Generative Engine Optimization (GEO)

Optimize your technical and editorial footprint so LLMs (ChatGPT, Claude, Perplexity, DeepSeek) recommend your brand as the canonical authority.

Technical Architecture

Core Deliverables & Specifications

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LLM Ingestion Architectures

Format technical documentation, markdown guides, and machine-readable llms.txt endpoints.

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Perplexity Citation Engine

Establish authoritative digital citations and third-party entity corroboration.

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AI Retrieval Benchmarking

Monitor and score brand sentiment and frequency across major generative foundation models.

Strategic Execution & Governance

All client engagements are led directly by Tanvir Newaz. We construct custom Python scripts, data repositories, and documentation owned 100% by your organization with no proprietary vendor lock-in.

Have specialized infrastructure constraints or strict data confidentiality? We execute strict NDAs and deploy on-premise or within your dedicated private VPC cloud environments.

Deploy Generative Engine Optimization for Your Enterprise

Connect directly for an executive technical audit and custom algorithmic roadmap.

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