diff --git a/docs/basics.md b/docs/basics.md
index 66d7f0f..8fd142a 100644
--- a/docs/basics.md
+++ b/docs/basics.md
@@ -170,6 +170,7 @@ document_topic_matrix = model.transform(new_documents, embeddings=None)
  > Some models have additional optimizations going on when using `fit_transform()`, and the `fit()` method typically uses `fit_transform()` in the background.
 
 
+
 ## Interpreting Models
 
 Turftopic comes with a number of pretty printing utilities for interpreting the models.
@@ -236,7 +237,7 @@ latex_table: str = model.export_topics(format="latex")
 md_table: str = model.export_representative_documents(0, corpus, document_topic_matrix, format="markdown")
 ```
 
-### Naming topics
+### Manual topic naming
 
 You can manually name topics in Turftopic models after having interpreted them.
 If you find a more fitting name for a topic, feel free to rename it in your model.
@@ -246,8 +247,39 @@ from turftopic import SemanticSignalSeparation
 
 model = SemanticSignalSeparation(10).fit(corpus)
 model.rename_topics({0: "New name for topic 0", 5: "New name for topic 5"})
+
 ```
 
+### Automated topic naming
+
+You can also use large language models, or other NLP techniques to assign human-readable names to topics.
+Here is an example of using ChatGPT to generate topic names from the highest ranking keywords.
+
+Read more about namer models [here](namers.md).
+
+```python
+from turftopic import KeyNMF
+from turftopic.namers import OpenAITopicNamer
+
+namer = OpenAITopicNamer("gpt-4o-mini")
+model.rename_topics(namer)
+
+model.print_topics()
+```
+
+| Topic ID | Topic Name | Highest Ranking |
+| - | - | - |
+| 0 | Operating Systems and Software  | windows, dos, os, ms, microsoft, unix, nt, memory, program, apps |
+| 1 | Atheism and Belief Systems | atheism, atheist, atheists, belief, religion, religious, theists, beliefs, believe, faith |
+| 2 | Computer Architecture and Performance | motherboard, ram, memory, cpu, bios, isa, speed, 486, bus, performance |
+| 3 | Storage Technologies | disk, drive, scsi, drives, disks, floppy, ide, dos, controller, boot |
+| 4 | Moral Philosophy and Ethics | morality, moral, objective, immoral, morals, subjective, morally, society, animals, species |
+| 5 | Christian Faith and Beliefs | christian, bible, christians, god, christianity, religion, jesus, faith, religious, biblical |
+| 6 | Serial Modem Connectivity | modem, port, serial, modems, ports, uart, pc, connect, fax, 9600 |
+| 7 | Graphics Card Drivers | card, drivers, monitor, vga, driver, cards, ati, graphics, diamond, monitors |
+| 8 | Windows File Management | file, files, ftp, bmp, windows, program, directory, bitmap, win3, zip |
+| 9 | Printer Font Management | printer, print, fonts, printing, font, printers, hp, driver, deskjet, prints |
+
 ### Visualization
 
 Turftopic does not come with built-in visualization utilities, [topicwizard](https://github.com/x-tabdeveloping/topicwizard), a package for interactive topic model interpretation is fully compatible with Turftopic models.
diff --git a/docs/finetuning.md b/docs/finetuning.md
index adf7451..79c236a 100644
--- a/docs/finetuning.md
+++ b/docs/finetuning.md
@@ -19,6 +19,15 @@ model.rename_topics({0: "New name for topic 0", 5: "New name for topic 5"})
 model.rename_topics([f"Topic {i}" for i in range(10)])
 ```
 
+You can also automatically name topics with a [topic namer](namers.md) model.
+
+```python
+from turftopic.namers import LLMTopicNamer
+
+namer = LLMTopicNamer("HuggingFaceTB/SmolLM2-1.7B-Instruct")
+model.rename_topics(namer)
+```
+
 ## Changing the number of topics
 
 Multiple models allow you to change the number of topics in a model after fitting them.
diff --git a/docs/namers.md b/docs/namers.md
new file mode 100644
index 0000000..dd04c7c
--- /dev/null
+++ b/docs/namers.md
@@ -0,0 +1,136 @@
+# Topic Namers
+
+Sometimes, especially when the number of topics grows large,
+it might be convenient to assign human-readable names to topics in an automated manner.
+
+Turftopic allows you to accomplish this with a number of different topic namer models.
+
+## Large Language Models
+
+Turftopic lets you utilise Large Language Models for generating human-readable topic names.
+This is done by instructing the language model to generate a topic name based on the keywords the topic model assigns as the most important for a given topic.
+
+### Running LLMs locally
+
+You can use any LLM from the HuggingFace Hub to generate topic names on your own machine.
+The default in Turftopic is [SmolLM](https://huggingface.co/HuggingFaceTB/SmolLM2-1.7B-Instruct), due to it's small size and speed, but we recommend using larger LLMs for higher quality topic names, especially in multilingual contexts.
+
+```python
+from turftopic import KeyNMF
+from turftopic.namers import LLMTopicNamer
+
+model = KeyNMF(10).fit(corpus)
+
+namer = LLMTopicNamer("HuggingFaceTB/SmolLM2-1.7B-Instruct")
+model.rename_topics(namer)
+
+model.print_topics()
+```
+
+| Topic ID | Topic Name | Highest Ranking |
+| - | - | - |
+| 0 | Windows NT | windows, dos, os, ms, microsoft, unix, nt, memory, program, apps |
+| 1 | Theism vs. Atheism | atheism, atheist, atheists, belief, religion, religious, theists, beliefs, believe, faith |
+| 2 | "486 Motherboard" | motherboard, ram, memory, cpu, bios, isa, speed, 486, bus, performance |
+| 3 | Disk Drives | disk, drive, scsi, drives, disks, floppy, ide, dos, controller, boot |
+| 4 | Ethics | morality, moral, objective, immoral, morals, subjective, morally, society, animals, species |
+| 5 | Christianity | christian, bible, christians, god, christianity, religion, jesus, faith, religious, biblical |
+| 6 | modem-port-serial-connect-uart-pc-9600 | modem, port, serial, modems, ports, uart, pc, connect, fax, 9600 |
+| 7 | "Graphics Card" | card, drivers, monitor, vga, driver, cards, ati, graphics, diamond, monitors |
+| 8 | File Manager | file, files, ftp, bmp, windows, program, directory, bitmap, win3, zip |
+| 9 | Printer and Fonts | printer, print, fonts, printing, font, printers, hp, driver, deskjet, prints |
+
+### Using OpenAI's LLMs
+
+You might not have the computational resources to run a high-quality LLM locally.
+Luckily Turftopic allows you to use OpenAI's chat models for topic naming too!
+
+
+!!! info
+    You will also need to install the `openai` Python package.
+    ```bash
+    pip install openai
+    export OPENAI_API_KEY="sk-<your key goes here>"
+    ```
+
+```python
+from turftopic.namers import OpenAITopicNamer
+
+namer = OpenAITopicNamer("gpt-4o-mini")
+model.rename_topics(namer)
+model.print_topics()
+```
+
+| Topic ID | Topic Name | Highest Ranking |
+| - | - | - |
+| 0 | Operating Systems and Software  | windows, dos, os, ms, microsoft, unix, nt, memory, program, apps |
+| 1 | Atheism and Belief Systems | atheism, atheist, atheists, belief, religion, religious, theists, beliefs, believe, faith |
+| 2 | Computer Architecture and Performance | motherboard, ram, memory, cpu, bios, isa, speed, 486, bus, performance |
+| 3 | Storage Technologies | disk, drive, scsi, drives, disks, floppy, ide, dos, controller, boot |
+| 4 | Moral Philosophy and Ethics | morality, moral, objective, immoral, morals, subjective, morally, society, animals, species |
+| 5 | Christian Faith and Beliefs | christian, bible, christians, god, christianity, religion, jesus, faith, religious, biblical |
+| 6 | Serial Modem Connectivity | modem, port, serial, modems, ports, uart, pc, connect, fax, 9600 |
+| 7 | Graphics Card Drivers | card, drivers, monitor, vga, driver, cards, ati, graphics, diamond, monitors |
+| 8 | Windows File Management | file, files, ftp, bmp, windows, program, directory, bitmap, win3, zip |
+| 9 | Printer Font Management | printer, print, fonts, printing, font, printers, hp, driver, deskjet, prints |
+
+### Prompting
+
+Since these namers use chat-finetuned LLMs you can freely define custom prompts for topic name generation:
+
+```python
+from turftopic.namers import OpenAITopicNamer
+
+system_prompt = """
+You are a topic namer. When the user gives you a set of keywords, you respond with a name for the topic they describe.
+You only repond briefly with the name of the topic, and nothing else.
+"""
+
+prompt_template = """
+You will be tasked with naming a topic.
+Based on the keywords, create a short label that best summarizes the topics.
+Only respond with a short, human readable topic name and nothing else.
+
+The topic is described by the following set of keywords: {keywords}.
+"""
+
+namer = OpenAITopicNamer("gpt-4o-mini", prompt_template=prompt_template, system_prompt=system_prompt)
+```
+
+## N-gram Patterns
+
+You can also name topics based on the semantically closest n-grams from the corpus to the topic descriptions.
+This method typically results in lower quality names, but might be good enough for your use case.
+
+
+```python
+from turftopic.namers import NgramTopicNamer
+
+namer = NgramTopicNamer(corpus, encoder="all-MiniLM-L6-v2")
+model.rename_topics(namer)
+model.print_topics()
+```
+
+| Topic ID | Topic Name | Highest Ranking |
+| - | - | - |
+| 0 | windows and dos | windows, dos, os, ms, microsoft, unix, nt, memory, program, apps |
+| 1 | many atheists out there | atheism, atheist, atheists, belief, religion, religious, theists, beliefs, believe, faith |
+| 2 | hardware and software | motherboard, ram, memory, cpu, bios, isa, speed, 486, bus, performance |
+| 3 | floppy disk drives and | disk, drive, scsi, drives, disks, floppy, ide, dos, controller, boot |
+| 4 | morality is subjective | morality, moral, objective, immoral, morals, subjective, morally, society, animals, species |
+| 5 | the christian bible | christian, bible, christians, god, christianity, religion, jesus, faith, religious, biblical |
+| 6 | the serial port | modem, port, serial, modems, ports, uart, pc, connect, fax, 9600 |
+| 7 | the video card | card, drivers, monitor, vga, driver, cards, ati, graphics, diamond, monitors |
+| 8 | the file manager | file, files, ftp, bmp, windows, program, directory, bitmap, win3, zip |
+| 9 | the print manager | printer, print, fonts, printing, font, printers, hp, driver, deskjet, prints |
+
+
+## API Reference
+
+:::turftopic.namers.base.TopicNamer
+
+:::turftopic.namers.hf_transformers.LLMTopicNamer
+
+:::turftopic.namers.openai.OpenAITopicNamer
+
+:::turftopic.namers.ngram.NgramTopicNamer
diff --git a/mkdocs.yml b/mkdocs.yml
index 29b01ff..d49e4df 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -19,6 +19,7 @@ nav:
     - Autoencoding Models: ctm.md
     - FASTopic: FASTopic.md
   - Encoders: encoders.md
+  - Namers: namers.md
 theme:
   name: material
   logo: images/logo.svg