RAG in the Cloud: Search any document with AI

We've built the best Retrieval Augmented Generation (RAG) as-a-Service anywhere - now with page-level citations! Absorb tables, PDFs, docs, links, videos or audio clips and use our synthetic data maker to generate FAQs and structured data from noisy, unstructured files. Search 1000s of files with our incredibly fast, hybrid database (finding related concepts OR specific keywords). Summarize results with OpenAI, Gemini or any open-source LLM of your choice. And finally, make informed LLM and synthetic data decisions by evaluating with your own golden data sets.

Here is our Quickstart Guide

Our benefits:

  1. Page level citations to PDFs.
  2. We understand tables and dirty PDFs!
  3. No-code UX with full API support.
  4. Use any LLM model + your own scripts to create synthetic data .
  5. Support for Google docs, sheets, etc + PDF, doc, docx, txt, links, ppt, sheets, xls, wav, mp3, mp4 and mov, including transcription and optional translation from the best speech recognition models.
  6. Links to live documents automatically re-indexed if they change
  7. Use our Golden QnA eval framework to test any workflow (especially useful for testing different embeddings + synthetic data creation prompts)
  8. Hybrid search - search for vectors, keywords or both.
  9. Cloud-based, per-API-call and per-MB pricing.

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F-strings, or formatted string literals, are a way to embed expressions inside string literals using curly braces `{}`. Introduced in Python 3.6, f-strings provide a concise and readable way to include variable values and expressions directly within strings.

Here’s a basic example of an f-string in action:
```python
name = "Zaphod"
heads = 2
arms = 3
print(f"{name} has {heads} heads and {arms} arms")
# Output: Zaphod has 2 heads and 3 arms
```
In this example, the variables `name`, `heads`, and `arms` are embedded within the string and their values are automatically inserted[1].

Key points about f-strings:
1. **Prefix with 'f'**: The string literal starts with the letter `f` before the opening quotation mark.
2. **Curly Braces for Variables**: Variable names surrounded by curly braces `{}` are replaced by their corresponding values without needing to use `str()`[1].
3. **Expressions Inside Curly Braces**: You can also insert Python expressions between the curly braces, and they will be evaluated and replaced with their result:
```python
n = 3
m = 4
print(f"{n} times {m} is {n*m}")
# Output: 3 times 4 is 12
```
It’s recommended to keep expressions simple to maintain readability[1].

For versions of Python earlier than 3.6, you can achieve similar results using the `.format()` method:
```python
print("{} has {} heads and {} arms".format(name, heads, arms))
# Output: Zaphod has 2 heads and 3 arms
```
However, f-strings are generally shorter and often more readable than using `.format()`[1].

In summary, f-strings are a powerful feature in Python that streamline the process of formatting strings by embedding variables and expressions directly within string literals.

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