RAG With Generative Search
Unbody gives you various ways to perform RAG - from generating insights from single documents to analyzing multiple sources at once.
Generate from every single document
When you need AI-generated insights from a specific document, use .generate.fromOne(). For example, create quick summaries from PDF files with direct references to the content.
const {
data: { payload }
} = await unbody.get
.textDocument
.where({ mimeType: "application/pdf" })
.generate.fromOne("Summarize this: {text}")
.select("title", "originalName")
.exec();Generate from every single document with options
Fine-tune your generated content by adding parameters to .generate.fromOne(). Adjust creativity levels, response length, and other settings to get exactly the output you need. Learn more about options.
const {
data: { payload }
} = await unbody.get
.textDocument
.where({ mimeType: "text/markdown" })
.generate.fromOne({
prompt: "Create a short report for these: {text}",
options: {
model: "gpt-4",
topP: 0.7,
maxTokens: 1000,
temperature: 0.7,
presencePenalty: 0,
frequencyPenalty: 0
}
})
.select("originalName")
.exec();Generate from multiple documents
Have information spread across several documents? You can combine specific fields from multiple sources to create a unified summary or analysis by using .generate.fromMany().
const {
data: { payload }
} = await unbody.get
.textDocument
.generate.fromMany("Create a 100 words summary:", ["text", "title"])
.select("title", "originalName")
.exec();Generate from multiple documents with options
When you need both multi-document analysis and precise output control, use advanced multi-document generation with options. This combines document properties while letting you fine-tune the AI’s response.
const {
data: { payload }
} = await unbody.get
.textDocument
.where({ mimeType: "text/markdown" })
.generate.fromMany({
task: "Write a short report based on these topics:",
properties: ["title", "text", "tags"],
options: {
model: "gpt-4",
topP: 0.7,
maxTokens: 1000,
temperature: 0.7,
presencePenalty: 0,
frequencyPenalty: 0
}
})
.select("originalName", "title")
.exec();Learn more about generative search in detail in our Generative Search Guide.