The brain behind every answer.
Dunefox's RAG-powered AI Engine retrieves from your exact data before generating a response — eliminating hallucinations and ensuring every answer is grounded in truth.
No credit card · 2-min setup · Free 14-day trial
0%
Hallucination rate
RAG
Always grounded
<200ms
Response latency
Five steps between a question
and a verified answer.
Unlike standard LLMs that generate from memory, Dunefox retrieves first — grounding every response in your exact business knowledge. Here's the pipeline, step by step.
User Query
Natural language question arrives from any channel — WhatsApp, web chat, Instagram, or Telegram.
Embedding
The query is converted to a high-dimensional vector using a best-in-class embedding model.
Vector Retrieval
Cosine similarity search finds the K most semantically relevant chunks from your private knowledge base.
Context Injection
Retrieved chunks are injected into the LLM prompt as grounding context — bounding the model to only your data.
Grounded Answer
The LLM generates a precise, cited answer using only the injected context. Zero hallucination. Every response traceable.
Powered by your Knowledge Base
The vector store (step 03) is populated from your own PDFs, help docs, FAQs, URLs, and product catalogues. The model never invents — it only retrieves.
0%
Hallucination Rate
Grounded from your data
<200ms
Response Latency
End-to-end pipeline time
4
LLM Models
Auto-routed by task
40+
Languages
Including 15+ regional
Every component. Purpose-built.
Retrieves before it generates
Unlike standard LLMs that guess, Dunefox first searches your knowledge base for semantically relevant chunks — then passes that context into the model. Every answer comes from your data.
The right model for the right task
Simple FAQs route to fast, cost-efficient models. Complex reasoning tasks escalate to GPT-4o or Claude. Dunefox automatically selects the optimal model — balancing cost, speed, and quality.
Remembers. Connects. Personalises.
Dunefox maintains full conversation context — within a session and across sessions for returning users. The AI references past queries, preferences, and history to give progressively smarter answers.
One engine. Any model.
Dunefox auto-routes to the best model for each task — optimizing for cost, latency, and accuracy simultaneously.
GPT-4o
OpenAI
Complex reasoning, long-form generation, analysis
Gemini 1.5 Pro
Multimodal reasoning, Indian language support
Claude 3.5
Anthropic
Nuanced writing, safety-critical responses
Custom LLM
Your Model
On-premise or industry-specific fine-tuned models
Fine-tuning available for Enterprise
Train a custom model on your historical conversations and domain vocabulary. Available on the Enterprise plan.
Put the most advanced AI engine to work for your business.
Zero hallucinations. Sub-200ms answers. Grounded in your exact data. Start free — no credit card required.
No credit card · 14-day free trial · Cancel anytime