Most critical first. Last updated 2026-10-19.
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View original on Reddit[camelAI](http://camelai.com) **-** Chat-based AI that turns your business data into charts and insights instantly. No SQL needed. **Problem:** Most people hate writing SQL and manually building charts. Business teams waste time waiting for data analysts, while data analysts get swamped with basic…
View original on Reddit…this, you'll want to implement some smart filtering and batching to avoid burning through tokens. You can try using camelAI for free and it should work (I'm the founder). Some general tips: \- Start with a small sample (like 1000 emails) to test your approach \- Focus on specific time periods…
View original on RedditYou got that many tokens in 10 minutes from CamelAI? The whole criticism against them is that they are super slow, and the that's they they can afford to serve so cheaply. I know you said input tokens not output, but still that's a pretty nice endorsement for the service if it's able to serve you…
View original on Reddit…want to do good deep research, then I'd recommend either the hugging face smolagents implementation, or better yet, CamelAI's OWL deep research agents, which currently holds the highest position on the open source deep research leaderboard. As for the model, you want to run the most intelligent…
View original on RedditFounder of camelAI Stream here. We host self-host deepseek V4 flash in house to power the free tier of our camelai coding agent, and now we're selling the excess for $5 per stream. Currently our heaviest users are getting like 1.7 billion tks/month. Speed ranges from 20tk/s - 100 tk/s depending on…
View original on Reddit…6 years worth of csv or text data. I probably wasted 40 plus hours trying to get it to work. I found this llm called camel ai that is specifically for data. Probably took 8 hours of prompts and I consistently asked if it needed anymore information from me to make the data better. But it worked…
View original on RedditGreat story and advice. Not the first I’ve seen advice to apply late - interesting. Also CamelAI looks cool.
View original on Reddit…complex real quick. For our own product, we actually built an internal tool that evolved into what we now offer as CamelAI. It's an AI chat with your data - just upload a CSV sample of your data to try it out, or connect your data warehouse when you're ready. We have a free tier that lets you…
View original on Reddit…pain point with LLMs. They struggle with precise table lookups, often mixing up rows or columns. I'm the founder of camelAI. We solved this by creating a chat interface that handles table operations properly - it's basically like having a conversation with your data without worrying about the…
View original on Reddit…Have solid data governance \- Regular security audits \- Get proper certifications (SOC 2, etc) We dealt with this at camelAI by having temporary data storage (5min cache), encryption at rest, and going through security certifications. Most important thing is being transparent with users about…
View original on Reddit…your Google Analytics, ads data, etc. and you've got basic charts ready to go. (Throwing my hat in the ring) I built camelAI specifically for this use case - it can connect to your sales/ads data sources through BigQuery and creates charts through simple chat. No SQL needed, way faster than…
View original on RedditHave you looked into camelAI? Full disclosure - I built it. It lets you chat with your data and get visualizations without SQL knowledge. For simpler stuff, Ask On Data is pretty good too. It's open source and does basic ETL through chat. Just know that with any no-code tool for data engineering,…
View original on RedditI've done something similar but with our tool camelAI. We built an AI-powered BI solution that connects directly to databases with standardized schemas. A few thoughts on your approach: * Metabase is solid for this. Just watch out for the API rate limits when scaling up client onboarding. We hit…
View original on Reddit…Market validation is crucial - we skipped it with our first product and learned the hard way. I'm the founder of camelAI and we actually built something similar. The biggest learning was that users don't just want charts - they want instant insights without the data analysis overhead.…
View original on Reddit…for personal projects. You can run it locally on your machine without any domain requirements. I'm the founder of camelAI, and we actually built something that lets you create dashboards through chat - no setup needed. Just upload your spreadsheet and ask questions. Tableau Public is also…
View original on RedditThanks for the valuable suggestion from someone like you. I just learned about CamelAI, and thought about something similar to solve my problem, ngl. However, I want to make it less chat-based, but I do love how you guys are connecting data from different sources. I only considered CSV or Excel…
View original on Reddit…and data sanitization are crucial security features that many overlook when building NL interfaces. I'm building camelAI (founder here) and these are exactly the challenges we tackled. One thing to consider is handling edge cases in query interpretation - users phrase things in unexpected…
View original on Reddit…The file size limits and lack of visualization make it tricky for proper business analytics. I'm the founder of camelAI, and we built a tool specifically for business owners to analyze their data through chat - with charts and insights from CSV files. But there are also other solutions like…
View original on Reddit…but the learning curve can be steep. NiFi is great for data flows but can get messy at scale. I'm the founder of camelAI - we built a solution that bridges this gap. It gives you programmatic control while keeping the no-code benefits. But if you want full control, Airflow + Python is the…
View original on Reddit…without loading them into a database first. You'll get better scalability and cost efficiency. I'm the founder of camelAI, and we see this pattern often. While our tool can help simplify these workflows, for pure filtering operations like this, Spark is your best bet. Just make sure to…
View original on RedditI use something similar to Capalyze. The use cases are pretty simple. I haven’t used CamelAI or Julius (have heard of Julius) but plan to test them. Where I’ve seen AI work well is in automating simple, highly repeatable analyses (which, again, it still hallucinates, which is dangerous when…
View original on Reddit…is, get a free tier offering so people can try before they buy. A plug for a plug, my product [stream](http://camelai.com/stream) offers $5 a month deepseek flash v4 0731 per stream. We have an agent product and noticed our activation dropped from 92% to 14% when we took away our free…
View original on Reddit…is a bit of an investment. Also, it did require some tuning of our harness. We now sell this [as a service](http://camelai.com/stream) (unlimited DeepSeek for $5/mo/stream) BUT, my main point is don't kill your top of funnel in pursuit of preventing fraud (although I totally understand the…
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