Pangram Labs is a research company building solutions to identify AI generated content. We build classification models to determine if content was artificially created using an LLM. We typically engage with customers using an API that returns a prediction and confidence score.

For more information, please contact us at [email protected]

Pangram Labs

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 :)

PolygrAI

Wristband makes it fast and easy for B2B startups and SMBs to build multi-tenant customer authentication and access controls into their app.Hey Product Hunt community,

Jim Verducci here, CEO of Wristband. I'm incredibly excited to announce the launch of our public beta!

Wristband is a developer-centric authentication and authorization platform designed to simplify and secure your application's user management. What makes us different from other auth providers? Firstly, we are a truly multi-tenant auth provider. We are architected to work perfectly for B2B SaaS companies that have to serve multiple enterprise customers within one platform. In addition, we think the other auth providers are gating necessary security features behind massive enterprise contracts...our mission is to provide a solution that lets developers focus on building great products while we take care of the security and authentication... without gating necessary security features!

We believe that strong security should be easy and accessible. With Wristband, you get:

* Multi-Tenant Support: Perfect for B2B applications, allowing you to manage multiple clients with ease.
* Custom Domains with Wildcard Subdomain Support: White-label auth just leveled up with custom domains for B2B customer login pages and support for wildcard subdomains.
* Social Login/SSO Integrations: Simplify the user experience with quick and easy social logins and Enterprise SSO.
* Role-Based Access Control (RBAC): Implement fine-grained access control effortlessly.
* Customizable Workflows: Tailor the authentication process to fit your exact needs.
* Comprehensive Documentation and SDKs: Designed by developers for developers, ensuring you have everything you need to get started quickly.

We're eager to hear your feedback and thoughts on Wristband. Head over to our Product Hunt page to check it out and share your insights with us. Your input is invaluable as we continue to improve and refine our platform.

Thank you for your support and for being a part of our journey!

Best,
Jim Verducci@chethan_bm Appreciate it!@jim_verducci 

Congratulations on the release of Wristband!  Wristband- perfect product - perfect job.🦾@antonikozelski You're too kind.@antonikozelski Thank you!@jim_verducci Definitely a really cool and memorable name and CI, I really like it and it fits very well with your service 👏🏻

I use @directus a lot, can I combine it with Wristband to authenticate my users?

Congrats on the launch 🚀@directus @crebuh Thanks so much for the kind words! Regarding Directus (of which I have yet to personally use), it appears to support OIDC and redirecting out to a 3rd party SSO provider. In that case, Wristband could act as another 3rd party SSO provider. The one caveat is that it's not clear that it supports multi-tenancy. In Wristband, each tenant in your application has its own set of OIDC endpoints. Directus only allows you to set a single OIDC endpoint per provider, and thus it would make it difficult to have a multi-tenant login experience. You could though still use a single global tenant for all your users in Wristband if you wanted to.

And it looks like you are launching soon yourself -- exciting! Best of luck to you as well. :o)Jarod here from Wristband. Excited to hear the feedback from the community and answer any questions you might have!Wristband is an excellent solution for B2B startups and SMBs looking to simplify their authentication and access control processes. With its ease of use, robust features, and scalability, Wristband is a product that I would recommend to anyone in the B2B space. Congratulations on the launch!@nicola_lanzilotto Thank you, we're excited to share this with B2B startups and SMBs everywhere!

Wristband

DepsHub is an AI-powered tool for developers to help keep your repositories up to date and secure. Want to migrate to a new major version of any library? Do it in seconds with DepsHub.

DepsHub

“Permit Share-If” is a suite of prebuilt, embeddable UI components that make access sharing in applications a breeze. Designed to provide fully functional access control, they make delegating permission management to your users simple and safe.

Permit Share-If

Hoody is a game-changing privacy suite that goes beyond VPNs. It offers browsing containers, per-app VPN, Bulletproof Mode, custom settings, anonymous sign-up, zero-log policy, multiple protocols, and Hoody Relays for ultimate anonymity and protection online.

Hoody

📧 No code, single click SPF Record checker
📧 Improve email authenticity with SPF checks
📧 Fix SPF configurations for maximum inbox placements

SPF Record Checker

Secure your app with DepsAudit, the package monitoring tool. Set it up once and receive notifications about any new dependency vulnerabilities. Make your app secure now with DepsAudit.

DepsAudit

Introducing Faktor, a new macOS app that brings one of Apple's most beloved features from Safari and iOS to your desktop.

Faktor automatically grabs 2FA security codes from your iPhone and autofills them in Google Chrome (Arc, and others) on your Mac.

Faktor

CopyCat is a Chrome extension that helps Etsy sellers detect copyright infringement across the web and takedown stolen content quickly and easily.