CortexCapconvert
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ColBERTFuture Data Systems
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Related Products
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About
Cortex is AI-powered, expert-managed search marketing intelligence: an optimization engine trained on a 1.5M-passage corpus of platform-published best practices, refined by 50,000+ decisions and their attributed outcomes. It runs a continuous retrieve, analyze, decide, act, and measure loop across SEO, GEO, CRO, and PPC, covering Google Ads, Meta, Amazon, Microsoft, TikTok, and the AI channels (ChatGPT, Gemini, Perplexity, Claude), and every recommendation traces back to a documented source.
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About
ColBERT is a fast and accurate retrieval model, enabling scalable BERT-based search over large text collections in tens of milliseconds. It relies on fine-grained contextual late interaction: it encodes each passage into a matrix of token-level embeddings. At search time, it embeds every query into another matrix and efficiently finds passages that contextually match the query using scalable vector-similarity (MaxSim) operators. These rich interactions allow ColBERT to surpass the quality of single-vector representation models while scaling efficiently to large corpora. The toolkit includes components for retrieval, reranking, evaluation, and response analysis, facilitating end-to-end workflows. ColBERT integrates with Pyserini for retrieval and provides integrated evaluation for multi-stage pipelines. It also includes a module for detailed analysis of input prompts and LLM responses, addressing reliability concerns with LLM APIs and non-deterministic behavior in Mixture-of-Experts.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Marketing teams, businesses, and agencies seeking to improve SEO, GEO, CRO, and PPC performance across search and AI channels
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Audience
Academic researchers and developers seeking a tool for implementing and evaluating listwise reranking with large language models
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and VideosNo images available
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Pricing
No information available.
Free Version
Free Trial
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Pricing
Free
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationCapconvert
Founded: 2019
United States
www.capconvert.com
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Company InformationFuture Data Systems
United States
github.com/stanford-futuredata/ColBERT
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Integrations
ChatGPT
Claude
Gemini
Google Ads
Meta Ads
Perplexity
TikTok
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