Go beyond search results. Get AI summaries & insights, securely
Enhance your data with LLM power, without moving it
Raw data and search results only tell part of the story. You need summaries, explanations, and deeper insights generated by powerful large language models (LLMs). But sending your sensitive results to external AI services creates unacceptable security risks.
Kamiwaza’s inference layer is the enhancement engine for your distributed data. It adds sophisticated LLM reasoning after retrieval, securely processing results where they live using our inference mesh.
Raw results aren’t actionable intelligence
Your retrieval systems find the right documents or data points. But users are still left with too much information and not enough understanding.
- Information overload — Users get long documents or complex datasets but lack the time to synthesize them into actionable insights.
- Lack of context — Raw results often need explanation or connection to broader context which standard search cannot provide.
- The security risk of cloud LLMs — Sending internal search results or sensitive data snippets to a public cloud LLM API for summarization or analysis is a major security and compliance violation waiting to happen.
- Limited model choice — You might be locked into a single provider’s LLM, unable to use the best model (like GPT 4, Claude, or specialized open source options) for a specific task.
You need the power of LLMs applied to your internal data, but without the security nightmare.
Secure, local LLM enhancement for your distributed data
The inference layer is an optional component within Kamiwaza’s retrieval pipeline. It intelligently enhances raw results using LLMs, operating securely within your infrastructure.
LLM enhancer: Transforming results into insights
This component takes processed results and applies LLM capabilities:
- Generate summaries — Automatically condense long documents or multiple search results into concise summaries.
- Add explanations — Provide context and clarification for complex data points or technical jargon.
- Refine answers — Transform raw retrieved facts into natural language answers tailored to the user’s query.
Model gateway: Flexibility and choice
Access a variety of cutting edge AI models through a unified interface. Use the best model for the job, whether it is GPT 4, Claude, Qwen, or other specialized models, without vendor lock in.
Powered by the secure inference mesh
Crucially, all Inference Layer processing happens locally within your secure environment, orchestrated by Kamiwaza’s inference mesh. Results are enhanced without ever sending sensitive information outside your control.
Adding intelligence to the retrieval pipeline
- Data retrieval — Kamiwaza’s engine gathers results using semantic search, keyword search, and graph traversal across your distributed data.
- Optional enhancement — Based on the request, results can be sent to the inference layer or returned directly (“fast path”).
- Secure LLM processing — If enhancement is chosen, the LLM enhancer uses the model gateway to apply the selected AI model locally via the inference mesh.
- Actionable intelligence delivered — The user receives the refined, summarized, or explained results, gaining deeper understanding faster.
Get results, not just software
Start building today, scale to enterprise tomorrow with guaranteed outcomes every step of the way
Community Edition
$00 /forever /month
Flex Edition
$25,0008 / year /month
Starter Edition
$75,00016 / year /month
Enterprise Edition
$125,000149 / year /month
Community Edition
Flex Edition
Starter Edition
Enterprise Edition
Core Platform
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APIs & Integration
Deployment
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Outcome-Based Support
Get LLM power without the risk
Secure enhancement — Apply powerful LLM reasoning without sending sensitive data outside your firewall. Maintain 100% compliance.
Actionable insights, not just results — Transform raw data into summaries and explanations that accelerate decision making.
Model flexibility — Choose the best LLM for each task from leading providers and open source options. Avoid vendor lock in.
Seamless integration — Works as an optional layer within your existing Kamiwaza deployment, leveraging the secure Inference Mesh.
Balance speed and depth — Choose between direct “fast path” results or deeper “enhanced path” insights based on user needs.
Turn your data into understanding securely
Stop choosing between powerful AI insights and data security. Discover how Kamiwaza’s Inference Layer adds secure LLM enhancement to your distributed data.