diff --git a/dataset/companies/Commerce.yaml b/dataset/companies/Commerce.yaml
index 138095f..beb5076 100644
--- a/dataset/companies/Commerce.yaml
+++ b/dataset/companies/Commerce.yaml
@@ -3,31 +3,31 @@
   Website: "https://trigoretail.com/"
   Alternatives: []
 - Name: "Tolstoy"
-  Description: ""
+  Description: "Drupal, PHP, Java development"
   Website: "https://tolstoy.com/"
   Alternatives: []
 - Name: "Sales Force"
-  Description: ""
+  Description: "CRM Software"
   Website: "https://salesforce.com/"
   Alternatives: []
 - Name: "Riskified"
-  Description: ""
+  Description: "Fraud Prevention & Chargeback Fraud Protection"
   Website: "https://riskified.com/"
   Alternatives: []
 - Name: "Placer.ai"
-  Description: ""
+  Description: "Location Intelligence & Foot Traffic Data Software"
   Website: "https://placer.ai/"
   Alternatives: []
 - Name: "PDQ"
-  Description: ""
+  Description: "eCommerce delivery"
   Website: "https://prettydamnquick.com/"
   Alternatives: []
 - Name: "Nexite"
-  Description: ""
+  Description: "Connected Retail Platform"
   Website: "https://nexite.io/"
   Alternatives: []
 - Name: "Mixtiles"
-  Description: ""
+  Description: "Photos to wall art"
   Website: "https://mixtiles.com/"
   Alternatives: []
 - Name: "Global-e"
@@ -39,7 +39,7 @@
   Website: "https://forter.com/"
   Alternatives: []
 - Name: "Finaloop"
-  Description: ""
+  Description: "Ecommerce Accounting Software + Service"
   Website: "https://finaloop.com/"
   Alternatives: []
 - Name: "Fabric"
@@ -47,15 +47,15 @@
   Website: "https://getfabric.com/"
   Alternatives: []
 - Name: "Dynamic Yield"
-  Description: ""
+  Description: "Personalization tool"
   Website: "https://dynamicyield.com/"
   Alternatives: []
 - Name: "Chargeflow"
-  Description: ""
+  Description: "Chargeback Management Solution"
   Website: "https://chargeflow.io/"
   Alternatives: []
 - Name: "Bringg"
-  Description: ""
+  Description: "Delivery Management Platform"
   Website: "https://bringg.com/"
   Alternatives: []
 - Name: "8fig"
diff --git a/dataset/companies/Developer.yaml b/dataset/companies/Developer.yaml
index c1b2d4d..d425ef9 100644
--- a/dataset/companies/Developer.yaml
+++ b/dataset/companies/Developer.yaml
@@ -28,31 +28,31 @@
   Website: "https://swimm.io/"
   Alternatives: []
 - Name: "Sisense"
-  Description: ""
+  Description: "Analytics"
   Website: "https://sisense.com/"
   Alternatives: []
 - Name: "Salto"
-  Description: ""
+  Description: "DevOps for Business Applications Configuration"
   Website: "https://salto.io/"
   Alternatives: []
 - Name: "Redis Labs"
-  Description: ""
+  Description: "Real-time Data Platform"
   Website: "https://redis.com/"
   Alternatives: []
 - Name: "Qwak"
-  Description: ""
+  Description: "ML building platform"
   Website: "https://qwak.com/"
   Alternatives: []
 - Name: "Permit.io"
-  Description: ""
+  Description: "Never Build Permissions Again"
   Website: "https://permit.io/"
   Alternatives: []
 - Name: "Logz.io"
-  Description: ""
+  Description: "Cloud Observability & Security"
   Website: "https://logz.io/"
   Alternatives: []
 - Name: "Jfrog"
-  Description: ""
+  Description: "Software Supply Chain Platform for DevOps & Security"
   Website: "https://jfrog.com/"
   Alternatives: []
 - Name: "IronSource"
@@ -60,11 +60,11 @@
   Website: "https://is.com/"
   Alternatives: []
 - Name: "Indeitq"
-  Description: ""
+  Description: "Providerless Fraud Prevention"
   Website: "https://identiq.com/"
   Alternatives: []
 - Name: "Frontegg"
-  Description: ""
+  Description: "User Management for B2B SaaS"
   Website: "https://frontegg.com/"
   Alternatives: []
 - Name: "Explorium"
@@ -72,7 +72,7 @@
   Website: "https://explorium.ai/"
   Alternatives: []
 - Name: "DagsHub"
-  Description: ""
+  Description: "Open Source Data Science Collaboration"
   Website: "https://dagshub.com/"
   Alternatives: []
 - Name: "Coralogix"
@@ -80,11 +80,11 @@
   Website: "https://coralogix.com/"
   Alternatives: []
 - Name: "Codium"
-  Description: ""
+  Description: "Code Tests for Devs"
   Website: "https://codium.ai/"
   Alternatives: []
 - Name: "Cloudinary"
-  Description: ""
+  Description: "Image and Video Upload, Storage, Optimization and CDN"
   Website: "https://cloudinary.com/"
   Alternatives: []
 - Name: "BigPanda"
@@ -92,11 +92,11 @@
   Website: "https://bigpanda.com/"
   Alternatives: []
 - Name: "Anima"
-  Description: ""
+  Description: "AI Design to Code"
   Website: "https://animaapp.com/"
   Alternatives: []
 - Name: "Amdocs"
-  Description: ""
+  Description: "Network transformation communications"
   Website: "https://amdocs.com/"
   Alternatives: []
 - Name: "AI21 Labs"
@@ -106,7 +106,7 @@
 - Name: "Dragonfly DB"
   Description: "A redis compatible In Memory datastore"
   Website: "https://www.dragonflydb.io/"
-  Alternatives: 
+  Alternatives:
   - Name: "Memcached"
     Description: "Memcached is a high-performance, distributed memory object caching system"
     Website: "https://memcached.org/"
@@ -127,4 +127,3 @@
   Description: "ironSource is an israeli software company that focuses on developing technologies for app monetization and distribution"
   Website: "https://www.is.com/"
   Alternatives: []
-
diff --git a/dataset/companies/Finance.yaml b/dataset/companies/Finance.yaml
index 69845f7..b555c4e 100644
--- a/dataset/companies/Finance.yaml
+++ b/dataset/companies/Finance.yaml
@@ -1,5 +1,5 @@
 - Name: "Unit"
-  Description: ""
+  Description: "Embedded Finance Platform"
   Website: "https://unit.co/"
   Alternatives: []
 - Name: "Trullion"
@@ -11,19 +11,19 @@
   Website: "https://tipalti.com/"
   Alternatives: []
 - Name: "Receive"
-  Description: ""
+  Description: "Beta sign-up"
   Website: "https://nowreceive.com/"
   Alternatives: []
 - Name: "Rapyd"
-  Description: ""
+  Description: "Payment Processing and Fintech"
   Website: "https://rapyd.net/"
   Alternatives: []
 - Name: "PayEm"
-  Description: ""
+  Description: "PayEm: The Global Spend and Procurement Platform"
   Website: "https://payem.co/"
   Alternatives: []
 - Name: "Pagaya"
-  Description: ""
+  Description: "Lending Network"
   Website: "https://pagaya.com/"
   Alternatives: []
 - Name: "Noble"
@@ -31,7 +31,7 @@
   Website: "https://benoblel.io/"
   Alternatives: []
 - Name: "Monto"
-  Description: ""
+  Description: "Platform to manage supplier portals"
   Website: "https://montopay.com/"
   Alternatives: []
 - Name: "Mesh Payments"
@@ -39,15 +39,15 @@
   Website: "https://meshpayments.com/"
   Alternatives: []
 - Name: "Melio"
-  Description: ""
+  Description: "Bill Paying Service for Businesses"
   Website: "https://meliopayments.com/"
   Alternatives: []
 - Name: "Jifiti"
-  Description: ""
+  Description: "White-labeled Embedded Lending Solutions for Banks, Lenders and Merchants"
   Website: "https://jifiti.com/"
   Alternatives: []
 - Name: "Gelt"
-  Description: ""
+  Description: "Tax preparation platform"
   Website: "https://joingelt.com/"
   Alternatives: []
 - Name: "FundGuard"
@@ -55,15 +55,15 @@
   Website: "https://fundguard.com/"
   Alternatives: []
 - Name: "Fundbox"
-  Description: ""
+  Description: "Loans for Small Businesses"
   Website: "https://fundbox.com/"
   Alternatives: []
 - Name: "Fintastic"
-  Description: ""
+  Description: "FP&A software."
   Website: "https://fintastic.ai/"
   Alternatives: []
 - Name: "Ezbob"
-  Description: ""
+  Description: "Embedded Banking and Finance Solutions | ezbob"
   Website: "https://ezbob.com/"
   Alternatives: []
 - Name: "Celery"
@@ -75,6 +75,6 @@
   Website: "https://biocatch.com/"
   Alternatives: []
 - Name: "Balance"
-  Description: ""
+  Description: "B2B Payment Technology"
   Website: "https://getbalance.com/"
   Alternatives: []
diff --git a/dataset/companies/HR.yaml b/dataset/companies/HR.yaml
index 3ee4f56..2076f33 100644
--- a/dataset/companies/HR.yaml
+++ b/dataset/companies/HR.yaml
@@ -1,17 +1,17 @@
 - Name: "myInterview"
-  Description: ""
+  Description: "Intelligent Candidate Video Screening"
   Website: "https://myinterview.com/"
   Alternatives: []
 - Name: "Gloww"
-  Description: ""
+  Description: "Online Presentation Tool"
   Website: "https://gloww.com/"
   Alternatives: []
 - Name: "Draftboard"
-  Description: ""
+  Description: "Hiring tool"
   Website: "https://draftboard.com/"
   Alternatives: []
 - Name: "myQuest"
-  Description: ""
+  Description: "Online Training Platform"
   Website: "https://myquest.co/"
   Alternatives: []
 - Name: "GrowthSpace"
@@ -19,18 +19,18 @@
   Website: "https://growthspace.com/"
   Alternatives: []
 - Name: "A.Team"
-  Description: ""
+  Description: "Remote team hiring"
   Website: "https://a.team/"
   Alternatives: []
 - Name: "Papaya Global"
-  Description: ""
+  Description: "Global Payroll & Payments Solutions"
   Website: "https://papayaglobal.com/"
   Alternatives: []
 - Name: "Deel"
-  Description: ""
+  Description: "HR platform"
   Website: "https://deel.com/"
   Alternatives: []
 - Name: "Bob"
-  Description: ""
+  Description: "HR platform"
   Website: "https://hibob.com/"
   Alternatives: []
diff --git a/dataset/companies/Healthcare.yaml b/dataset/companies/Healthcare.yaml
index 972d6d2..21cd1cf 100644
--- a/dataset/companies/Healthcare.yaml
+++ b/dataset/companies/Healthcare.yaml
@@ -3,19 +3,19 @@
   Website: "https://stuffthatworks.health/"
   Alternatives: []
 - Name: "Navina"
-  Description: ""
+  Description: "Patient Care Platform"
   Website: "https://navina.ai/"
   Alternatives: []
 - Name: "Droxi.ai"
-  Description: ""
+  Description: "Digital Health"
   Website: "https://droxi.ai/"
   Alternatives: []
 - Name: "Ritual"
-  Description: ""
+  Description: "Expert Relationship Guidance"
   Website: "https://heyritual.com/"
   Alternatives: []
 - Name: "K Health"
-  Description: ""
+  Description: "24/7 Access to Medicine"
   Website: "https://khealth.com/"
   Alternatives: []
 - Name: "Immunai"
diff --git a/dataset/companies/Marketing.yaml b/dataset/companies/Marketing.yaml
index 5ee2c14..f367f07 100644
--- a/dataset/companies/Marketing.yaml
+++ b/dataset/companies/Marketing.yaml
@@ -1,9 +1,9 @@
 - Name: "Yotpo"
-  Description: ""
+  Description: "eCommerce Retention Marketing Platform"
   Website: "https://yotpo.com/"
   Alternatives: []
 - Name: "Wix"
-  Description: ""
+  Description: "Website Builder"
   Website: "https://wix.com/"
   Alternatives: []
 - Name: "TripleWhale"
@@ -15,7 +15,7 @@
   Website: "https://trendemon.com/"
   Alternatives: []
 - Name: "Start.io"
-  Description: ""
+  Description: "Mobile Marketing & Audience Platform for Marketers"
   Website: "https://start.io/"
   Alternatives: []
 - Name: "Spot.IM (now OpenWeb)"
@@ -27,11 +27,11 @@
   Website: "https://similarweb.com/"
   Alternatives: []
 - Name: "Riverside.fm"
-  Description: ""
+  Description: "Record Podcasts And Videos"
   Website: "https://riverside.fm/"
   Alternatives: []
 - Name: "PeerSpot"
-  Description: ""
+  Description: "Buying Intelligence and Reviews for Enterprise Technology"
   Website: "https://peerspot.com/"
   Alternatives: []
 - Name: "Pecan.ai"
@@ -43,7 +43,7 @@
   Website: "https://optimove.com/"
   Alternatives: []
 - Name: "Mapme"
-  Description: ""
+  Description: "Map Builder Create Interactive Maps Easily"
   Website: "https://mapme.com/"
   Alternatives: []
 - Name: "Lightricks"
@@ -55,7 +55,7 @@
   Website: "https://corp.kaltura.com/"
   Alternatives: []
 - Name: "Elementor"
-  Description: ""
+  Description: "Website Builder for WordPress"
   Website: "https://elementor.com/"
   Alternatives: []
 - Name: "Appsflyer"
@@ -63,6 +63,6 @@
   Website: "https://appsflyer.com/"
   Alternatives: []
 - Name: "Affogata"
-  Description: ""
+  Description: "AI- Driven Player Feedback Analytics"
   Website: "https://affogata.com/"
   Alternatives: []
diff --git a/dataset/companies/Others.yaml b/dataset/companies/Others.yaml
index 021dd98..078cd17 100644
--- a/dataset/companies/Others.yaml
+++ b/dataset/companies/Others.yaml
@@ -7,7 +7,7 @@
   Website: "https://windward.ai/"
   Alternatives: []
 - Name: "Via"
-  Description: ""
+  Description: "Book Flights, Hotels, Bus and Holiday Packages Online"
   Website: "https://in.via.com/"
   Alternatives: []
 - Name: "Vayyar Imaging"
@@ -23,11 +23,7 @@
   Website: "https://thetaray.com/"
   Alternatives: []
 - Name: "StoreDot"
-  Description: ""
-  Website: "https://store-dot.com/"
-  Alternatives: []
-- Name: "StoreDot"
-  Description: ""
+  Description: "Charging the EV lifestyle"
   Website: "https://store-dot.com/"
   Alternatives: []
 - Name: "Soluto"
@@ -35,11 +31,11 @@
   Website: "https://soluto.en.softonic.com/"
   Alternatives: []
 - Name: "SolarEdge"
-  Description: ""
+  Description: "Solar Powering People’s Lives Around the USA"
   Website: "https://solaredge.com/us/"
   Alternatives: []
 - Name: "RapidAPI"
-  Description: ""
+  Description: "API Hub - Free Public & Open Rest APIs"
   Website: "https://rapidapi.com/hub"
   Alternatives: []
 - Name: "Playtika"
@@ -47,7 +43,7 @@
   Website: "https://playtika.com/"
   Alternatives: []
 - Name: "Payoneer"
-  Description: ""
+  Description: "Online Payment Processing Platform for Digital Businesses"
   Website: "https://payoneer.com/"
   Alternatives: []
 - Name: "Outbrain"
@@ -55,7 +51,7 @@
   Website: "https://outbrain.com/"
   Alternatives: []
 - Name: "OurCrowd"
-  Description: ""
+  Description: "Investing in the Future: Startup and Venture Capital Investments | OurCrowd"
   Website: "https://ourcrowd.com/"
   Alternatives: []
 - Name: "Oribi"
@@ -67,15 +63,15 @@
   Website: "https://noorcam.com/"
   Alternatives: []
 - Name: "Optimal+"
-  Description: ""
+  Description: "Boosting Growth in Semiconductors Industry"
   Website: "https://semi.org/en"
   Alternatives: []
 - Name: "Nanit"
-  Description: ""
+  Description: "Nanit Pro Smart Baby Monitor | Tracks Sleep and Breathing"
   Website: "https://nanit.com/"
   Alternatives: []
 - Name: "MyHeritage"
-  Description: ""
+  Description: "Free Family Tree, Genealogy, Family History, and DNA Testing"
   Website: "https://myheritage.com/"
   Alternatives: []
 - Name: "mPrest"
@@ -87,23 +83,23 @@
   Website: "https://moovit.com/"
   Alternatives: []
 - Name: "Mobileye"
-  Description: ""
+  Description: "Driver Assist and Autonomous Driving Technologies"
   Website: "https://mobileye.com/"
   Alternatives: []
 - Name: "Lemonade"
-  Description: ""
+  Description: "An Insurance Company"
   Website: "https://lemonade.com/"
   Alternatives: []
 - Name: "JoyTunes"
-  Description: ""
+  Description: "Simply | The best apps to set your creativity free"
   Website: "https://hellosimply.com/"
   Alternatives: []
 - Name: "Jolt"
-  Description: ""
+  Description: "Operations Management Software for Restaurants & Business"
   Website: "https://jolt.com/"
   Alternatives: []
 - Name: "Innoviz Technologies"
-  Description: ""
+  Description: "LiDAR Technology for Autonomous Vehicles"
   Website: "https://innoviz.tech/"
   Alternatives: []
 - Name: "Guesty"
@@ -111,6 +107,6 @@
   Website: "https://guesty.com/"
   Alternatives: []
 - Name: "Flytrex"
-  Description: ""
+  Description: "Drone Delivery"
   Website: "https://flytrex.com/"
   Alternatives: []
diff --git a/dataset/companies/Productivity.yaml b/dataset/companies/Productivity.yaml
index 7fff088..6f0492d 100644
--- a/dataset/companies/Productivity.yaml
+++ b/dataset/companies/Productivity.yaml
@@ -7,15 +7,15 @@
   Website: "https://timeos.ai/"
   Alternatives: []
 - Name: "SysAid Technologies"
-  Description: ""
+  Description: "The Next-Gen ITSM | Deliver exceptional service. Automagically"
   Website: "https://sysaid.com/"
   Alternatives: []
 - Name: "Rupert"
-  Description: ""
+  Description: "No-code alert builder"
   Website: "https://hirupert.co/"
   Alternatives: []
 - Name: "Powtoon"
-  Description: ""
+  Description: "Video Maker | Make Videos and Animations Online | Powtoon"
   Website: "https://powtoon.com/"
   Alternatives: []
 - Name: "Monday.com"
@@ -31,7 +31,7 @@
   Website: "https://lightico.com/"
   Alternatives: []
 - Name: "Kryon Systems"
-  Description: ""
+  Description: "RPA Software Technology"
   Website: "http://kryonsystems.com/"
   Alternatives: []
 - Name: "Honeybook"
@@ -47,11 +47,11 @@
   Website: "https://fiverr.com/"
   Alternatives: []
 - Name: "Connecteam"
-  Description: ""
+  Description: "Employee App"
   Website: "https://connecteam.com/"
   Alternatives: []
 - Name: "Bizzabo"
-  Description: ""
+  Description: "Event Management Software for B2B Conferences"
   Website: "https://bizzabo.com/"
   Alternatives: []
 - Name: "Kape Technologies, previously known as Crossrider"
diff --git a/dataset/companies/Sales.yaml b/dataset/companies/Sales.yaml
index 7fffabf..1dbf6e2 100644
--- a/dataset/companies/Sales.yaml
+++ b/dataset/companies/Sales.yaml
@@ -1,5 +1,5 @@
 - Name: "Substrata"
-  Description: ""
+  Description: "Reading Between the Lines | AI Sales Coach"
   Website: "https://substrata.me/"
   Alternatives: []
 - Name: "Intail.ai"
@@ -7,27 +7,27 @@
   Website: "https://intail.ai/"
   Alternatives: []
 - Name: "Graphiti"
-  Description: ""
+  Description: "Revenue Platform"
   Website: "https://graphiti.ai/"
   Alternatives: []
 - Name: "Dany"
-  Description: ""
+  Description: "The Human-like Sales and Marketing Agent"
   Website: "https://dany.ai/"
   Alternatives: []
 - Name: "Aligned"
-  Description: ""
+  Description: "Customer Collaboration Platform"
   Website: "https://alignedup.com/"
   Alternatives: []
 - Name: "Walnut"
-  Description: ""
+  Description: "Create Interactive Product Demos"
   Website: "https://walnut.io/"
   Alternatives: []
 - Name: "Sweep"
-  Description: ""
+  Description: "CRM"
   Website: "https://sweep.io/"
   Alternatives: []
 - Name: "Demoleap"
-  Description: ""
+  Description: "Real-time AI Sales Assistant for Discovery & Demos"
   Website: "https://demoleap.com/"
   Alternatives: []
 - Name: "Dealhub"
@@ -39,7 +39,7 @@
   Website: "https://lusha.com/"
   Alternatives: []
 - Name: "Gong"
-  Description: ""
+  Description: "Revenue Intelligence Platform"
   Website: "https://gong.io/"
   Alternatives: []
 - Name: "Walkme"
@@ -47,6 +47,6 @@
   Website: "https://walkme.com/"
   Alternatives: []
 - Name: "Nice Systems"
-  Description: ""
+  Description: "Customer Experience (CX) AI Platform"
   Website: "https://nice.com/"
   Alternatives: []
diff --git a/dataset/companies/Security.yaml b/dataset/companies/Security.yaml
index 339c614..0f9aceb 100644
--- a/dataset/companies/Security.yaml
+++ b/dataset/companies/Security.yaml
@@ -79,7 +79,7 @@
   Website: "https://blinkops.com/"
   Alternatives: []
 - Name: "AXONIUS"
-  Description: ""
+  Description: "Cybersecurity Asset Management & SaaS Management Solutions"
   Website: "https://axonius.com/"
   Alternatives: []
 - Name: "Argus Cyber Security"
@@ -91,6 +91,6 @@
   Website: "https://aquasec.com/"
   Alternatives: []
 - Name: "Apiiro"
-  Description: ""
+  Description: "Secure your development and delivery to the cloud"
   Website: "https://apiiro.com/"
   Alternatives: []