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, short for 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 variables and expressions within strings.

Here’s how you can use f-strings:

1. **Basic Usage**: To create an f-string, prefix the string with the letter `f` or `F` and place expressions inside curly braces `{}`. For example:
```python
name = "Zaphod"
heads = 2
arms = 3
print(f"{name} has {heads} heads and {arms} arms")
```
This will output: `Zaphod has 2 heads and 3 arms`[1].

2. **Expressions in f-strings**: You can also include expressions inside the curly braces. For instance:
```python
n = 3
m = 4
print(f"{n} times {m} is {n*m}")
```
This will output: `3 times 4 is 12`[1].

3. **Advantages**: f-strings are often more readable and concise compared to other string formatting methods like `.format()`. For example, the same string can be formatted using `.format()` as follows:
```python
"{} has {} heads and {} arms".format(name, heads, arms)
```
While this achieves the same result, f-strings are shorter and sometimes easier to read[1].

4. **Limitations**: f-strings are available only in Python 3.6 and above. If you are using an earlier version of Python, you will need to use `.format()` or other string formatting methods[1].

In summary, f-strings are a powerful feature in Python that make string interpolation simpler and more intuitive. They enhance code readability and reduce the likelihood of errors associated with more complex string formatting techniques.

For more detailed information on f-strings, you can refer to Real Python’s guide on “Python 3’s f-Strings: An Improved String Formatting Syntax (Guide)”[1].

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