4.5: Which AI tools should I consider?
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\(\newcommand{\avec}{\mathbf a}\) \(\newcommand{\bvec}{\mathbf b}\) \(\newcommand{\cvec}{\mathbf c}\) \(\newcommand{\dvec}{\mathbf d}\) \(\newcommand{\dtil}{\widetilde{\mathbf d}}\) \(\newcommand{\evec}{\mathbf e}\) \(\newcommand{\fvec}{\mathbf f}\) \(\newcommand{\nvec}{\mathbf n}\) \(\newcommand{\pvec}{\mathbf p}\) \(\newcommand{\qvec}{\mathbf q}\) \(\newcommand{\svec}{\mathbf s}\) \(\newcommand{\tvec}{\mathbf t}\) \(\newcommand{\uvec}{\mathbf u}\) \(\newcommand{\vvec}{\mathbf v}\) \(\newcommand{\wvec}{\mathbf w}\) \(\newcommand{\xvec}{\mathbf x}\) \(\newcommand{\yvec}{\mathbf y}\) \(\newcommand{\zvec}{\mathbf z}\) \(\newcommand{\rvec}{\mathbf r}\) \(\newcommand{\mvec}{\mathbf m}\) \(\newcommand{\zerovec}{\mathbf 0}\) \(\newcommand{\onevec}{\mathbf 1}\) \(\newcommand{\real}{\mathbb R}\) \(\newcommand{\twovec}[2]{\left[\begin{array}{r}#1 \\ #2 \end{array}\right]}\) \(\newcommand{\ctwovec}[2]{\left[\begin{array}{c}#1 \\ #2 \end{array}\right]}\) \(\newcommand{\threevec}[3]{\left[\begin{array}{r}#1 \\ #2 \\ #3 \end{array}\right]}\) \(\newcommand{\cthreevec}[3]{\left[\begin{array}{c}#1 \\ #2 \\ #3 \end{array}\right]}\) \(\newcommand{\fourvec}[4]{\left[\begin{array}{r}#1 \\ #2 \\ #3 \\ #4 \end{array}\right]}\) \(\newcommand{\cfourvec}[4]{\left[\begin{array}{c}#1 \\ #2 \\ #3 \\ #4 \end{array}\right]}\) \(\newcommand{\fivevec}[5]{\left[\begin{array}{r}#1 \\ #2 \\ #3 \\ #4 \\ #5 \\ \end{array}\right]}\) \(\newcommand{\cfivevec}[5]{\left[\begin{array}{c}#1 \\ #2 \\ #3 \\ #4 \\ #5 \\ \end{array}\right]}\) \(\newcommand{\mattwo}[4]{\left[\begin{array}{rr}#1 \amp #2 \\ #3 \amp #4 \\ \end{array}\right]}\) \(\newcommand{\laspan}[1]{\text{Span}\{#1\}}\) \(\newcommand{\bcal}{\cal B}\) \(\newcommand{\ccal}{\cal C}\) \(\newcommand{\scal}{\cal S}\) \(\newcommand{\wcal}{\cal W}\) \(\newcommand{\ecal}{\cal E}\) \(\newcommand{\coords}[2]{\left\{#1\right\}_{#2}}\) \(\newcommand{\gray}[1]{\color{gray}{#1}}\) \(\newcommand{\lgray}[1]{\color{lightgray}{#1}}\) \(\newcommand{\rank}{\operatorname{rank}}\) \(\newcommand{\row}{\text{Row}}\) \(\newcommand{\col}{\text{Col}}\) \(\renewcommand{\row}{\text{Row}}\) \(\newcommand{\nul}{\text{Nul}}\) \(\newcommand{\var}{\text{Var}}\) \(\newcommand{\corr}{\text{corr}}\) \(\newcommand{\len}[1]{\left|#1\right|}\) \(\newcommand{\bbar}{\overline{\bvec}}\) \(\newcommand{\bhat}{\widehat{\bvec}}\) \(\newcommand{\bperp}{\bvec^\perp}\) \(\newcommand{\xhat}{\widehat{\xvec}}\) \(\newcommand{\vhat}{\widehat{\vvec}}\) \(\newcommand{\uhat}{\widehat{\uvec}}\) \(\newcommand{\what}{\widehat{\wvec}}\) \(\newcommand{\Sighat}{\widehat{\Sigma}}\) \(\newcommand{\lt}{<}\) \(\newcommand{\gt}{>}\) \(\newcommand{\amp}{&}\) \(\definecolor{fillinmathshade}{gray}{0.9}\)I find that a lot of people who haven’t used AI much feel some anxiety about figuring out what to use. Choosing can be pretty simple. You don’t have to read this whole article if you just want a starting place; you can just read the beginning and stick with the primary chatbots. Beyond those, I’ve included informal recommendations based on what I use and what I can imagine being useful for students.
Remember all the cautions around privacy, bias, energy use, and more described earlier as you consider whether and how to use these systems.
Try at least one of the three main chatbots
There are a lot of apps out there, but they are unlikely to give better results than the chatbots from the three leading AI companies. So don’t assume you’re missing out if your friend is using an app you’ve never heard of that keeps advertising to you on YouTube. Many, perhaps most other AI apps use the same underlying technology from those same companies but with a different focus or user interface.
Since we can talk to these systems about what we want from them, general chatbots can often produce good results for many different kinds of tasks; you won’t need a specialized app. In the process of using a general chatbot, you’ll get a lot of practice with prompting.
The three most powerful chatbots have similar user interfaces and accessible free versions:
Choose which model your chatbot runs
The companies that make the big three chatbots actually make various different underlying AI technologies called large language models that the chatbots can use. The quality you get from a chatbot completely depends on which model it is running. To save money, companies don’t often set chatbots to default to the most sophisticated underlying models. So take a moment to see which model it’s using. Often, you can select a more sophisticated model without upgrading your account. For example, in the screenshot below, the user has selected o3 instead of the default GPT 4o. OpenAI’s o3 and Claude Opus 4 are examples of so-called “reasoning models,” a newer type that has undergone extra training for complex reasoning tasks and also spends more time trying to work through a request step by step.
Other AI apps you may want to explore
I use the systems below in my own work at times. They are (mainly) based on the same underlying models from Google, OpenAI, and Anthropic, but offer a different user interface.
- Latimer is a chatbot “trained with diverse histories & inclusive voices” especially black and brown people.
- Perplexity is designed around search/chat combination. Some love the interface and user experience. It’s good for focusing on finding and synthesizing information drawn from searches of YouTube and Reddit. It also has practice test and flash card features.
- NotebookLM: Google’s interface designed for writers allows you to upload more files as context for your chats and will autogenerate fairly engaging podcasts based on those files.
- Copilot: Microsoft’s chatbot is similar to ChatGPT, and your school may offer access to it with more data protections than you would get with a personal ChatGPT account. However, I have heard several people suggest it’s not of the same quality as the big three chatbots.
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AI apps for writing or studying with voice and audio
We think differently when we listen and talk out loud than when we read and write. You might want to experiment with interacting with AI through audio or with using AI to help you switch between talking and writing.
ChatGPT and Gemini are said to have the best voice modes; Claude has just added voice mode as well. I sometimes talk aloud with ChatGPT while exercising or doing chores. I find it useful as a thought partner that can browse the internet and help me explore an idea while I’m moving my body instead of sitting in front of a screen.
If you want to listen to a text instead of reading it, the Microsoft Edge browser has a pretty good built-in Read Aloud feature that lets you listen to web content in a variety of synthetic voices.
- To dictate my writing, I use the following:
- Voice typing in Google Docs
- Notes in iPhone allows dictation if you select the microphone icon at the bottom of the keyboard.
- Otter AI is designed for meetings, but I have used the free version for personal dictation despite a somewhat confusing and complex interface.
If I’m dictating into Notes or Otter, I will often copy the transcript into a chatbot and say “Please format this transcript and clean up errors without changing the wording.”
AI for academic research assistance
See also Pros and cons of AI for research assistance.
- Stanford’s STORM generates Wikipedia-like articles on a topic of your choice. The Co-STORM version integrates multiple perspectives.
- Elicit and SciSpace help you find, summarize, compare and analyze academic research.
- Consensus also helps you navigate academic research with a focus on assessing the level of agreement among scholars on your question of interest.
- Keenious helps you find more academic research papers related to a given paper.
- Scite lets you “see how a publication has been cited by providing the context of the citation and a classification describing whether it provides supporting or contrasting evidence for the cited claim.”
- MoxieLearn offers access to AI platforms, coaching, and prompts to support academic research and writing. It is a bit more costly than others but may be worth the investment for graduate students.
- Undermind “highlights the precise papers you should focus on and gives a clear explanation for each decision.”
- ConnectedPapers lets you explore relationships between papers in a graph.
- ResearchRabbit, a “Spotify for research,” includes literature review and personalized alerts when new research is published in your area.
Custom chatbots for education
A custom chatbot is just a chatbot with an extra prompt behind the scenes shaping how it responds. Here are just a few that I use or have developed.
- Deep Background: Fact-Checks and Context gives you an analysis of any claim you put in with links to sources. A custom bot on the ChatGPT platform by Mike Caulfield, creator of the influential SIFT model for verifying claims online.
- Contradictory chatbot gives answers much like a generic chatbot except that it is instructed to always provide three reasonable but incompatible answers to each query. The purpose is to encourage users to practice treating plausible AI outputs with skepticism.
- Contradictory chatbot for research will browse the internet and give three contradictory but reasonable answers, each with a supporting source link.
- PlayLab apps for college students created by educators (filter by subject matter). PlayLab is an educational nonprofit.
Commonly recommended AI apps for education
I don’t have direct experience with the systems below, but I know people who’ve had good experiences.
- Boodlebox is a chat platform that uses the best AI models with prompt guidance for education. Individual students can use it. Many educators I know on social media are getting excited about this platform; I haven’t experimented.
- Khanmigo for Learners from the nonprofit Khan Academy is a popular AI tutoring platform.
Other AI apps you may wonder about
I don’t have direct experience with the systems below, and I haven’t heard the educators and AI experts I follow on social media recommending them.
- GrammarlyGo: The Grammarly app and extension include capabilities like generating and revising text.
- Grok from X
- Llama from Meta
- DeepSeek from Hangzhou DeepSeek Artificial Intelligence Basic Technology Research Company
- ManusAI, an agentic system designed to browse and take actions online on the user’s behalf. (I’m not going near this for the moment at least–think of what could go wrong.)
Further resources
- Using AI Right Now: A Quick Guide: Which AIs to use, and how to use them by Ethan Mollick
- AI Models and Tools, an extensive, frequently updated list with a focus on education from Jose Antonio Bowen


