Visualize data with a no-code online chart maker. Instantly convert spreadsheet or google sheets files to charts and graphs. Export, share and embed charts into webpages.Hey Product Hunt community! 👋

I'm Bart, the founder of InstaCharts, and I'm excited to introduce our tool to you today. As a long-time data enthusiast and former engineering lead, I've always been frustrated by how time-consuming it can be to create clear, impactful charts. That's why we built InstaCharts – to make data visualization fast, easy, and actually enjoyable!

🚀 What is InstaCharts?
InstaCharts is an online platform that lets you create interactive charts in seconds. Whether you're a data pro, a marketer crafting reports, or a student working on a project, InstaCharts is designed to simplify your workflow and help you tell compelling data stories.

✨ Key Features:
- Easy to use interface: No coding required!
- 11 chart types: From basic bar charts to embeddable data tables
- One-click exports: Save your work in various formats (PNG, SVG, CSV, XLSX and more)
- Data source integrations: Connect directly to Google Sheets, Excel, CSV, and various text file types including JSON.
- Supports raw data ingestion: no cleaning required!
- Supports data transformations: filtering, aggregation, pivot and unpivot
- Share interactive charts through a public link or embed charts into webpages

🎨 Why we're different:
We've put a lot of focus on making InstaCharts not just powerful, but also easy to use.  Our "Chart Recommendations" feature analyzes your data and recommends the best visualization types. And with our wide array of customizations, you can create professional-looking charts in no time.

🆓 Special for Product Hunters:
We're offering an exclusive 50% off forever coupon to the PH community. Just use the code PRODUCTHUNT when signing up. (new sign ups only!)

I'd love to hear your thoughts and feedback. What features would make InstaCharts a must-have tool for your data visualization needs? Let's chat in the comments!

Happy hunting! 📊✨@insta_bart_howe Google sheet's data visualization sucks big time, been trying few other tools to get better visualization from my Google sheet. Will definitely give it a spin and let you know!@insta_bart_howe Congrats on the launch! Wishing you and your team an exciting journey ahead. What inspired you to create this?@prad_vv Definitely let us know how it goes!@kjosephabraham Thank you!
InstaCharts was inspired by a problem I had myself - it took me too long to make one off charts in excel. I wished I could upload a csv file somewhere and have a chart instantly made for me. Thus, InstaCharts was (eventually) born! 👶Sounds like an awesome tool. Just checked out InstaCharts briefly and it looks super promising! Love how easy it seems to create charts without needing any coding. Congrats on the launch!@hazelvictoriaashworth Thank you!A great tool for visualisation! Working with more charts really can help with explaining concepts and understand some metrics about A/B testing etc. Congrats on this launch!@alexandra_describy Thank you!@insta_bart_howe super cool. Do you maybe have the entire dashboard creation?@1aleksa Dashboards would be amazing! We don't currently offer dashboards, maybe next year!

InstaCharts

Coho AI boosts conversion rates by delivering the right experience at the right time. Using advanced AI, Coho AI automatically segments users based on product behavior and personalizes their journeys, ensuring each user gets what they need to convert.Hi all!
I’m Itamar Falcon, co-founder and CEO of Coho AI, and today we’re excited to launch Coho AI—a platform designed to empower growth managers to significantly increase conversion rates!

Coho AI was born from the frustration of three product leaders who saw how much time and resources companies waste on developing even the most straightforward growth initiatives.
We believe growth is all about personalization—matching the right strategy to each user to ensure conversion. But managing this for thousands, if not millions, of users is incredibly challenging.

Companies often end up spending vast amounts of resources, going back and forth between data teams and R&D to piece together various tools—often with little success—while still guessing what to deliver and to whom.

Coho AI was built to change this. Our team developed proprietary AI models that learn from your product usage data, identifying the right action and delivering it to the right user in real-time.

Designed by growth leaders, for growth leaders, Coho AI is already helping industry leaders manage millions of users and drive unmatched results.@itamar_falcon as a UX and growth professional, I can say this was totally needed! Thanks team for making this happen!@itamar_falcon I am helping a lot of founders build their initial customer journey, I think this fits well for their initial days. 
All the best for the launch.@itamar_falcon 
Congratulations on the release of Coho AI! It's important and necessary for all of us to identify the right and unnecessary actions with delivering them to the right user@chiara_cortina Thanks for the support!@prad_vv Thanks for the support! Would love to connect and see if we can help (:Congrats on the launch!

Seems nice being able to quickly adapt for e.g. CRO initiatives. 

Who do you see at your ideal customers?@casper_brix Hi Casper, great question! We work with software businesses that prioritize driving revenue through user engagement, whether they’re mobile applications or web-based platforms. Our solutions are designed to optimize user journeys and maximize growth across both.Oh this is sick! I think AI is BEST at finding patterns, so this is actually one use case I think AI will be able to pick up fairly well. It’s like someone is constantly looking at your product data and trying to figure out the best way to segment them. That’s a HUGE plus. I also see that it’s a rules engine that is super customizable - I assume the AI suggests solutions for each segment and you can just modify or customize? 

Congrats on launch this awesome product @itamar_falcon and team!@tonyhanded You are absolutely right! Finding the segmentation is only the first step! Acting on it is the critical part and we design Coho AI to achieve both!Hey, cool concept, but there's one part I don't fully follow, how do you push actions? Do you need to integrate it with your app? Or does it pop-up some cpop-up or CTA?@rokasjk Hi, Coho AI integrates with your existing tools that control the experiences in your app. If you are using any CEP like Braze, Iterable or Firebase, Coho AI will integrate with these tools to deliver the right contact to the right user at the right time. How do you currently communicate with your users?

Coho AI

Get real-time product and operations insights from daily customer feedback across various channels. Syncly AI offers actionable insights, providing full visibility throughout user journey so you can take proactive actions before customers churn.Hello PH Community,

I’m Joseph, Co-founder & CEO at Syncly.

From our last launch at Product Hunt, we were overwhelmed by the support the PH community provided us, and it had a remarkable impact on our product as well. Thanks to the PH community, we were able to partner with hundreds of companies.

Today, we’re excited to share new capabilities that help companies provide exceptional customer experience. Syncly can help you if you look to:

📈 Actionable insights without manual tagging: Centralize all customer feedback, such as chats, emails, surveys, and reviews, and surface hidden product and operations gaps by auto-categorizing them in a minute.

😡Dynamic sentiment analysis: Understand what drives negative customer experience across user journey and take proactive actions to prevent churn.

🔍Search AI: Ask any critical business questions to Syncly AI and get answers in seconds.

📊 Dashboard & charts: Customize dashboards and charts with purpose and share them across the team to align quickly and take more action.

Syncly can help you if you are:
- Customer Experience team with thousands of customer feedback, and having trouble analyzing them.
- Product team looking for product insight from different sources (chat, reviews, calls, NPS surveys, etc)
- Domain: Tech-enabled services (Proptech, Healthtech, Legal tech, etc), Consumer Apps, B2B SaaS, E-commerce, Hospitality, and etc.

Check out our website, https://syncly.app/ for more details, and 
book a call with Syncly founders for free trial: https://syncly.app/demo.

We’d love to give back the support we’ve received from the community, so feel free to contact us if we can be of any help. We appreciate your support through upvotes & comments.@joseph_lee08 Great job with Syncly’s launch! 🎉 Centralizing feedback and providing actionable insights is so crucial@joseph_lee08 wow that's amazing!! What are your advices on how to launch on PH then? I created a SaaS, www.mayze.io/en/, I'll go check on your product!@joseph_lee08 Well done on the launch! Wishing you continued success and innovation. What feedback are you looking forward to the most?@joseph_lee08 first of all congratulations on you launch, Hunted by @mwseibel, I have been active for the past 2 months on the platform but had not seen him be a hunter.

Would love to get to know what was the back story behind Syncly, What motivated you to work on it in the first place?We must know where we went wrong, this is very important. Congrats on the launch!
What does AI's automatic classification mainly rely on? Is it based on the keywords mentioned in user feedback for classification? For example, if a user says it's a bit troublesome to use, how do we pinpoint which specific feature they are referring to?@oldmann These are great questions! Thank you so much for the questions. I'd assume you have a very good understanding on how AI works. I think many of you must also be also curious about this as well. 
AI's automatic classification is based on user intentions. User can edit prompt(which is already generated by our AI), use keyword and tags in the data, to train our model to understand what user intends to capture with a specific issues/topic. More data, better accuracy, and ultimately can pinpoint to specific feature based on training with all the existing feedback. 
Syncly AI does curate a list of trending themes based on your data from the get-go. Nevertheless, if user wishes to setup a taxonomy, it can also be implemented quickly with minimal training. Hope you find this helpful. Please feel free to ask more questions or schedule a call with us to find out more how Syncly works! :)@oldmann @alex_in_the_bay Ah, makes sense. Love that all of these details can be personalised to such a high degree. Kudos!I don't get the pricing page. why have a page that doesn't show pricing and just leads to a demo? Obviously, at this point, I am interested. If there is a price, show me so I can make an assessment. Oh, that irritated me.

Syncly (YC W23)

Drowning in support emails? Set up forwarding from your mailbox to us and we’ll break down the topics, keywords, and sentiment and sort by business importance. Resolve completed issues and always see what’s critical – no more inbox guessing games!A year ago, I was a developer at a small French startup with about a million users. Our Customer Success team was drowning in emails, struggling to focus on the really important stuff. I wanted to help Paulo, our Customer Success Manager, work smarter, not harder. But I couldn’t find an affordable tool that could analyze emails the way we needed.

That’s how Reviewik came to life. I started with some custom neural networks, but quickly realized that ChatGPT could handle the job way better. Now, Reviewik is an affordable, secure, and super helpful assistant for Paulo — and hopefully for other mid-sized businesses too.

I’ve put a lot into this project, but I know there’s always room for improvement. I’d love to hear your thoughts on what else you’d like to see in Reviewik. Don’t hesitate to reach out to me via itis.klimov@gmail.com.

Take advantage of the moment — for now, Reviewik is completely free as we treat it as a proof of concept.Great concept! And I see a huge potential really. Like really. So, wishing the best for you!

I understand that you are in your early stages and juggling with a thousand different tasks, but you might want to prioritize a few things on your landing page:
- Add info about pricing. Even if it's free, make that very clear.
- Your Help, Privacy Policy and Terms of Service page just links to homepage. You might to add pages for that. You at least need Privacy Policy and Terms of Service page. You can create one based on templates found online.

All the best! 🚀@naomigarcia Thanks a ton for the support and great feedback! You're absolutely right—we’ll definitely prioritize adding pricing info and proper links. Appreciate the heads-up and well wishes!Love this idea!! And super cool how you took a company’s pain point, offered them a solution and made a product out of it 🎉 love that it’s GDPR compliant too 🙌🏻 do I understand the UX correctly that we simply set up email forwarding to you, but then we will see our own dashboard of the insights realtime like in the picture? Or is it a point-in-time report? Thanks!! And congrats on the launch! 🚀@_emily_daykin Thanks so much! 🎉 You’ve got it right—just set up email forwarding, and you’ll see real-time insights in your own dashboard, just like in the picture. No point-in-time reports here; it’s all live. Appreciate the support!Congrats on the launch, Roman! Reviewik sounds super helpful, especially for teams drowning in emails. Quick question - does it work with languages other than English? Would love to know if it can handle other languages or even different dialects. Good luck!@ronaldmmm Thanks! Reviewik, powered by chatGPT-4, supports almost any language and dialect. Topic names are extracted in English still, which helps you quickly grasp the importance. Excited for you to try it out!

Reviewik

KeyMentions tracks your brand and keywords and notifies you when an active discussion is taking place. Make sure you engage with Reddit discussions that are going viral, for maximum reach potential, and start leveraging Reddit traffic today!Hello Product Hunt Community! 👋

I’m excited to introduce KeyMentions – the most advanced Reddit monitoring tool.

Stop wasting time on manual searches. KeyMentions tracks your brand and keywords and notifies you at the exact moment a relevant discussion is taking place.

Key features:
Set your preferred keywords in seconds and monitor everything from Reddit brand mentions to competitors with AI.
Get notified as discussions are happening in real-time.
Auto-generate a subtle promotional comment.
Send to auto-publish or reply yourself.
Start receiving instant and relevant traffic to your business offering.

Learn more about us at keymentions.com.

Join us, and convert Reddit traffic into customers. 🚀Thank you @a_zelenkov Totally agree with you :)The idea is cool. :) Only one question. How does this differ from F5BOT? Wha is the main differentiator?Thank you @busmark_w_nika We differ in a lot of ways. You not only get notified for your specific keywords, but you can also generate comments replies using AI and you can auto-publish it through our platform, so you don't even need your own Reddit account. Happy to give you a product demo :)@busmark_w_nika @michalhajtas Could I also get a demo? Thanks! :)@tatyana_deshkevich we have a free plan so you can test it out :)Congrats on the launch! I've been using Reddit to promote my SaaS tools and the strategy works great. It's an untapped acquisition channel even now. I'll be switching over to your tool since it is exactly what I needed to automate the whole process 🙌Hey @dawood_khan3 thank you for your support. Good to see you here :)I'm doing lots of redding, posting, and commenting for my clients, and this gonna save heaps of time. I'll dig deeper (I love the comment-generating feature). Congrats on the launch @michalhajtas 🤠Thank you, appreciate it @ali_eskandari Happy to give you a demo to show you all the benefits of the tool.

KeyMentions

Happy Insights converts reports to explainer-videos that explains metrics and graphs in the report in an engaging way.
You could even share the video with your colleagues or clients.Metrics have become an indispensable part of our work life, but understanding and conveying them effectively can be challenging.

We faced this issue during our first startup, and that's why we created Happy Insights to solve it. With Happy Insights, you can upload your report and receive an explainer video that simplifies the data for you.

We know the video might not be perfect every time, and the wait can be a bit long, but we're committed to improving. Your honest feedback is crucial to help us get better.

Feel free to ask us anything—from product-related questions to tips about travel and accommodation in Nepal.

Much love to the Product Hunt community!This is a brilliant idea. I can already imagine marketers using this tool to highlight the most important stats in their quarter performance report and saving everyone from long-ass meetings. Great jobThanks @tanoy27! It surely can be helpful for marketers to save time. We will further improve it to make is as easy as possible. Thanks again!Hey Suraj, this sounds like a really useful tool, especially for making data more understandable. One quick thing--how long does it usually take to get the video? Just wondering if it's good for tight deadlines. Thanks and good luck!@williamjosephparker Hi Willian! It takes  around 3-5 minutes to generate a video.But we are definitely making it faster.Cool Concept! I think making videos has historically been so hard, love to see a solution in the spaceThanks @ivelin_kozarev! I agree that video generation is pretty hard as there are so many variables. But with right tools, now we can start to solve it for niche audiences.

Happy Insights

Track your Beehiiv newsletter’s statistics effortlessly with Newsletterytics. Get real-time insights and boost your engagement today!Hello Product Hunters! 👋

I’m Paweł, and I’m excited to announce that Newsletterytics is officially launching today! 🚀📊📱

Designed for Beehiiv creators, this B2B iOS app puts all your newsletter insights right at your fingertips, with a sleek native experience that makes checking your stats easier than ever. Plus, it comes with a handy Home screen widget, so you can stay updated without even opening the app!

To celebrate the launch, I have an exclusive offer available for you - if you decide to subscribe for the yearly premium, here's the 50% OFF Promo offer code: LAUNCH2024

https://apps.apple.com/us/app/ne...


P.S. if you subscribe to Beehiiv using my affiliate link, you’ll get a free yearly premium subscription to Newsletterytics as a bonus. 

Don’t miss out on these launch day goodies—check it out and secure your spot today!

Sign up here: https://newsletterytics.com/Could you please create something similar for Substack? :D@busmark_w_nika I've added your request to the insight.to board : https://insigh.to/b/newsletterytics ,upvote it so I'll know which feature request to tackle first next :DI think big newsletter business owners must have this@shushant_lakhyani I think so too!Love the idea of making newsletter stats so accessible. Congrats on the launch Pawel! The widget feature is a nice touch--makes it super easy to stay on top of everything. Good luck with everything!@joshuadanielscott Thank you Joshua!

Newsletterytics

Cynthia AI is an AI-powered analytics platform that analyzes customer feedback from multiple sources, providing product teams with actionable insights to improve user satisfaction & retention.Hey Product Hunt! 👋 I'm thrilled to introduce Cynthia AI - your new AI companion for product teams!

🔍 Ever felt overwhelmed by customer feedback data? Cynthia's here to change that. She's not just another tool; she's your partner in making sense of the chaos.

Here's how Cynthia makes your life easier:

🔗 Seamless Integrations: Connect all your data sources. Set it up once, then let Cynthia do the heavy lifting.

📊 Smart Trends & Reports: Instantly surface top complaints, compliments, and requests. No more endless scrolling!

💬 "Ask Cynthia": Got a burning question? Just ask! Cynthia provides personalized, data-driven answers in seconds.

But here's the real magic: We're crafting a whole new experience. Cynthia amplifies your capabilities, turning data into your superpower. Imagine having the insights of a hundred analysts at your fingertips!

And we're just getting started. Our vision? An autonomous agent capable of handling complex analysis that would make even the most seasoned data scientist sweat. 😅

We're a small team with big dreams, and Cynthia is still growing. Want to be part of something revolutionary? Become an early adopter and help shape the future of product intelligence!I used to dump all my customer feedback into coda and have it generate insights but it took some time to do that, I look forward to trying Cynthia.

Congrats on the launch Akarsh!@danielwchen Thanks for the support! I totally understand how time-consuming it can be to manually process feedback in Coda. With Cynthia, we aim to streamline that by quickly centralizing feedback from all sources and providing actionable insights through AI. 

I'm excited for you to try it out and see how it can simplify your workflow!The potential of Cynthia AI is limitless. It has the power to transform how product teams understand and act on customer feedback.wow ai sounds like a game changer for product teams the seamless integration and quick insights are industry needs

Cynthia AI

Graphy enables anyone to become a skilled data storyteller, by radically simplifying the way data is presented and communicated.Hey Product Hunt 👋

Since our launch last year on PH, Graphy has grown to nearly 100,000 users who have created hundreds of thousands of graphs.

We've had the opportunity to talk to and observe thousands of teams and companies as they navigate their data challenges.

One consistent pattern we noticed is that after spending hours analyzing data and building dashboards…

...most graphs you encounter:

😡 are overwhelming,
🤬 require unnecessary meetings to explain,
😤and lack actionable insights.

As a result, everyone leaves with different opinions and contradictory ideas about the next steps.

The issue is that the charts and dashboards you get from your BI tools, spreadsheets, or analytics platforms are designed for exploration by specialists — not for sharing!

That’s why we created Graphy for Data Storytelling — a new way to communicate data with clear graphs that deliver insights, empower decision-making, and drive action in your company.

Graphy makes it easy for anyone to become a skilled data storyteller by radically simplifying how data is presented and communicated.

This is our most exciting release yet, and here’s what we’re bringing to you:

✨ Craft your story. Communicate insights and focus attention on key data points with visual annotations and one-click enhancements like goals and trend lines.

✨ Import data directly from Google Sheets, CSVs, or Excel. You asked for it (a lot), and we’re thrilled to finally offer this feature.

✨ Graphy got a glow-up. With a new UI and new chart types, our charts are now easier to create and more powerful.


We’d love your feedback!

P.S. To celebrate this launch, use the code PH40OFF to get 40% off our yearly plan!I’ve been using Graphy, it’s the fastest way to create graphs and they’re the most beautiful out there.@mehdidjabri thank you for all your support, Mehdi ❤️Thank you @mehdidjabri 🙏 really appreciate all the support@mehdidjabri the fastest! Yay! Thanks for the support!Graphy is an awesome product! Use it a ton! And this update is truly next level - congrats @andreyv !@jakob_knutzen1 💥🙏 thank you Jakob!Finally, someone thinks about the presentation of data visuals. How things look can highly affect how people absorb the information.  

The AI generated insights are super cool!

Also love that you highlighted all the key use cases in your testimonials - very easy to spot why people love the product and what do they do the product for. I literally just talked about that in my newsletter analyzing homepages the other day!

Congrats on the launch @andreyv and team!@tonyhanded Tony, thank you so much for this great comment! I'm very glad to hear that you resonate with the problems we're trying to solve.

For now, we provide tools in Graphy to help you communicate the insights on your charts, but we're working on automating this with AI in our next release 🤫

Graphy for Data Storytelling

PolygrAI is an AI-powered digital polygraph that delivers real-time deception risk assessment and sentiment analysis during meetings and interviews, analyzing behavioral cues to enhance decision-making.Hello everyone, it's great to connect with you again!

Almost a year ago, I discovered AI-based deception detection and became captivated by the possibilities. I realized that, whether we like it or not, digital polygraphs will become a regular part of our lives in the near future, marketed by businesses and governments as "safety measures."

At first, I was hesitant to develop this tool due to its potential negative implications. However, after speaking with our existing user base, I recognized the significant positive impact it could have. From enhancing security measures to improving transparency in various sectors, the benefits and the need for this tool became clear as day.

Initially launched as LiarLiar.ai with no clear target audience, I soon understood the seriousness of the subject. It requires a professional, scientific, and academic approach.

Today, I'm excited to introduce PolygrAI Desktop—a PC application that analyzes videos, meetings, and interviews in real-time, providing dynamic risk assessments, sentiment analysis, and emotional state analysis.

Behind the simplified risk assessment score is extensive scientific research and data. PolygrAI collects audio and visual data, utilizes neural networks, and identifies cues academically linked to deception. These cues include heart rate fluctuations, blinking patterns, eye gaze shifts, hand gestures, voice fluctuations, specific keywords, and more.

PolygrAI Desktop is the result of nearly 100 customer interviews, transitioning from the complex, performance-heavy interface of LiarLiar.ai to a streamlined, user-friendly technology.

In addition to the interface make-over, we have started to actively collaborate with criminal psychologists and polygraph experts all around the world, which are helping us improve our software's deception detection accuracy.

PolygrAI is designed for non-tech-savvy users who want to engage in critical conversations without having to read numerous books on body language and human psychology. It alerts you when deeper investigation into a topic is warranted.

Despite 12 months of hard work, the software is still evolving. We are committed to achieving both user experience excellence and high accuracy, and we are on the right path.

We invite you to join us! The first 3,000 users will receive lifetime access to the software and all future updates and features. Your feedback and expectations are invaluable to us.

Thank you!@a_zelenkov Thank you for recognizing our work! Looking forward to hearing your feedback!@asenlv I think its an accomplishment to be able to launch on Product Hunt, and anyone that does so should be applauded. That said, let's dive into it.

My positive reactions:
- Transparency 👏
- Fast Decision Making 🎉
- Risk Assessments 🥳

My negative thoughts:
- Privacy Concerns
- Accuracy & Bias
- Ethical Implications
- Misuse/Abuse
- Scientific Validity
- Regulatory/Legal Challenges

I see the positives of this tool, but I also see the negative potential of it.  Current AI models, hallucinate, they all do, with NO exceptions.  Human beings are ALL different, we act differently, someone may have a nervous tic, that presents itself in either an interview, or stressful situation.  

For example: I once interviewed someone who had passed every test he'd ever taken, graduated top of his class 4.0, valedictorian, couldn't talk in an interview when being questioned, you would've thought he was being interrogated for murder!

To a hammer everything is a nail. What's my point with that statement? To a Criminal Psychologist everyone is potentially a criminal.  So while I see the benefit of collaboration, I see the extreme bias in it as well.

I see people being denied jobs, because of some perceived slight, flaw in their character that was determined by the software with no concrete evidence of having done anything wrong.

I say this, and I'm not opposed to the idea, but just want to put out there my reservations, I'm sure you've thought about most of it, but looking through your website, I don't see enough proof that you've addressed those concerns successfully.

I eagerly await hearing from someone who uses it actively, or seeing a demo for myself, or even talking to you about it.  There's definitely great potential here for both the positive and the negative.@disha_divya Thank you! We're doing our best to provide companies and individuals with the most advanced technology so they could make better informed decisions.@sanvi_san Absolutely! The implementations of PolygrAI are endless and very useful in today's work and life environment.Okay this is a bit wild! I'd love to see a live demo of this or maybe add a way for folks to be able to try it on your webpage? Congrats on the launch!@gabe Thank you! You can check out the demo on our website and follow our YouTube page as we'll soon start uploading interesting videos!Is there a free trial? I find this very difficult to believe. Are there any legal considerations with this type of tool? I expect some businesses would be afraid of accusations of discrimination.@jack_michalak Hey Jack! We don't offer a free trial yet. We will start offering it once we switch to a subscription-based pricing model. So far, there is no exact legal framework regarding digital polygraphs, however, we are anticipating one as soon as solutions like ours become increasingly popular. Similar to the conventional hardware polygraphs, the results it outputs should only be taken into consideration along with other relevant pieces of information and lots of context, and never as a basis for final judgement. Potential discrimination due to false positive would only occur if the interviewer, who is using PolygrAI, is not following our Terms of Use and Guidelines. PolygrAI could only give you indication of behavioural fluctuation, but cannot give you an answer to a question.The concept of real time deception analysis is fascinating. It's amazing to see how far AI has come in understanding human subtleties.@chopwood Exciting indeed! Thanks for following this launch :)