2022 US Software

Financial Strength Rankings using Artificial Intelligence

Top rated46 of 185
Best rating648 %
Worst rating1.96 %
New companies60
Negative Economic Capital Ratio

GOOD Gaming INC climbed 127 positions from 133 to 6 due to its excellent Stockholders Equity.Luduson G Inc lost 152 positions from 1 to 153 due to its bad Comprehensive Net Income.Engagesmart Inc entered the 2022 ranking at rank 1, making it the best newcomer.

Revenues348 B
Assets827 B
Expenses272 B
Stockholders Equity328 B
Unprofitable Companies
RankCompanySealRating ValueTrend
1Engagesmart Inc648.34%0.0
2Red Violet Inc644.06%10.0
3Zedge Inc632.43%21.0
4CS Disco Inc632.40%0.0
5Playstudios Inc624.73%0.0
6GOOD Gaming INC622.27%127.0
7GRID Dynamics Holdings INC599.98%-3.0
8C3 ai Inc599.76%0.0
9DUCK Creek Technologies INC587.72%0.0
10Marqeta Inc574.99%0.0
11Aware INC MA570.62%-5.0
12Twilio INC569.45%-7.0
13Destiny Media Technologies INC564.59%5.0
14Smith Micro Software INC561.88%-4.0
15Channeladvisor CORP558.58%7.0
16Freshworks Inc554.06%0.0
17SPS Commerce INC546.59%-6.0
18PDF Solutions INC539.18%-2.0
19Corecard Corp536.76%-5.0
20Innovid Corp531.59%0.0
21Progress Software CORP MA531.41%-4.0
22Amesite Inc527.48%0.0
23Duolingo Inc522.72%0.0
24Clearwater Analytics Holdings Inc521.17%0.0
25MiX Telematics Ltd518.67%5.0
26Semrush Holdings Inc517.50%0.0
27Coursera Inc514.74%0.0
28Firefly Neuroscience INC510.82%34.0
29Jfrog Ltd509.40%0.0
30Amplitude Inc506.66%0.0
31Appfolio INC506.46%-18.0
32ON24 INC506.43%0.0
33Where Food Comes From Inc503.61%3.0
34Activision Blizzard Inc503.43%-1.0
35Netsol Technologies INC503.27%-12.0
36Ansys INC502.48%-9.0
37Hopto Inc500.59%1.0
38Definitive Healthcare Corp491.45%0.0
39Logility Supply Chain Solutions INC491.02%-11.0
40My Size Inc491.00%0.0
41Cvent Holding CORP490.58%0.0
42Carecloud Inc490.18%-16.0
43MCX Technologies Corp486.95%-35.0
44Certara Inc484.53%0.0
45Procore Technologies INC476.86%0.0
46Citrix Systems INC476.67%-3.0
47Intuit INC472.56%6.0
48Fdctech INC472.13%70.0
49Guidewire Software Inc470.80%-20.0
50Forgerock Inc469.64%0.0
51Clear Secure Inc468.47%0.0
52GSE Systems INC466.87%41.0
53Avepoint Inc460.94%0.0
54Salesforce Inc460.76%0.0
55Synopsys INC453.64%-18.0
56BTCS Inc452.14%33.0
57Ping Identity Holding Corp450.93%-32.0
58Cerence Inc447.62%-11.0
59Motorsport Games Inc445.98%43.0
60Enfusion Inc443.74%0.0
61Quantum Computing Inc439.68%-20.0
62Instructure Holdings INC437.40%0.0
63National Instruments CORP437.10%-28.0
643D Systems CORP435.59%-15.0
65Manhattan Associates INC434.50%-25.0
66Evercommerce Inc434.33%0.0
67N able Inc433.11%0.0
68Qualys INC422.77%-23.0
69Paycor HCM INC420.27%0.0
70Qualtrics International Inc418.11%0.0
71Meridianlink Inc415.97%0.0
72Nerdy Inc414.23%0.0
73Altair Engineering Inc409.41%-12.0
74Black Knight Inc409.18%-23.0
75Sprout Social Inc409.14%-33.0
76Alarm com Holdings Inc406.21%-44.0
77Varonis Systems INC404.62%20.0
78Tyler Technologies INC398.28%-63.0
79Authid Inc397.90%22.0
80Nuance Communications Inc396.71%1.0
81Audioeye INC394.27%1.0
82Jamf Holding Corp392.83%-62.0
83Powerschool Holdings INC391.27%0.0
84PTC INC.389.11%-21.0
85Unity Software Inc385.78%-64.0
86Solarwinds Corp385.70%-36.0
87Microsoft CORP385.35%-21.0
88WM Technology INC381.49%0.0
89Bridgeline Digital Inc381.28%-22.0
90Soundthinking INC379.19%-38.0
91Fastly Inc375.88%-84.0
92Datadog Inc371.64%-38.0
93Elastic N V369.74%-34.0
94Appian CORP366.22%-46.0
95BILL Holdings Inc365.58%-11.0
96Egain Corp364.68%-27.0
97ACI Worldwide INC358.99%-22.0
98Hubspot INC354.63%-26.0
99Q2 Holdings Inc354.43%-35.0
100Bandwidth Inc346.31%-43.0
101SS C Technologies Holdings Inc345.71%-27.0
1022U LLC345.61%-58.0
103Avalara INC345.26%-69.0
104Servicenow Inc336.42%-26.0
105Vertex Inc333.01%-32.0
106Sailpoint Technologies Holdings Inc332.15%-41.0
107Great Elm Group Inc330.21%0.0
108Confluent Inc328.51%0.0
109T Stamp Inc325.84%0.0
110Cloudflare Inc324.63%-64.0
111Kaltura INC324.01%0.0
112Elys BMG Group Inc321.87%-57.0
113Dayforce Inc321.10%-30.0
114Upland Software Inc317.32%-29.0
115Zoominfo Technologies Inc317.28%-47.0
116Avidxchange Holdings Inc317.26%0.0
117Everbridge INC316.88%-29.0
118Paycom Software Inc316.28%-31.0
119Darkpulse Inc315.75%6.0
120Dirtt Environmental Solutions LTD307.03%-81.0
121Liveperson INC305.66%-31.0
122Intellinetics INC300.81%0.0
123Matterport Inc DE299.15%0.0
124Blackbaud INC297.12%-33.0
125Block Inc296.23%-39.0
126Strategy Inc294.17%-55.0
127Bigbear ai Holdings Inc293.53%0.0
128Teradata CORP DE292.77%-34.0
129Alteryx Inc289.07%-49.0
130Qumu Corp288.63%-24.0
131Commerce com Inc285.65%-112.0
132Paylocity Holding Corp283.44%-40.0
133Porch Group Inc274.45%-75.0
134Blackline INC274.03%-64.0
135Bentley Systems INC265.93%-58.0
136Red Cat Holdings Inc256.30%0.0
137Falconstor Software INC252.73%-28.0
138Roblox Corp245.61%0.0
139Cytta CORP242.95%0.0
140Workiva INC238.59%-37.0
141Oracle CORP238.09%-46.0
142UPAY219.14%-63.0
143Golden Nugget Online Gaming Inc212.11%-30.0
144Benefitfocus Inc212.08%-40.0
145Dropbox INC211.84%-45.0
146Lightning Gaming Inc211.74%0.0
147Icoreconnect Inc211.59%0.0
148Squarespace Inc211.33%0.0
149DUOS Technologies Group INC211.07%-42.0
150Rapid7 Inc210.85%-45.0
151Freeze Tag Inc209.66%-36.0
152Inspired Entertainment Inc207.86%0.0
153Luduson G Inc205.58%-152.0
154Unicoin Inc204.36%0.0
155Mcafee Corp203.95%-44.0
156Imageware Systems INC203.37%0.0
157AVID Technology INC203.32%-45.0
158Consensus Cloud Solutions Inc198.40%0.0
159Iveda Solutions Inc198.20%0.0
160Nutanix Inc194.38%-50.0
161GHST World Inc180.45%0.0
162VPR Brands LP155.50%0.0
163Mobivity Holdings CORP132.99%-64.0
164Data443 Risk Mitigation Inc122.31%-41.0
165Cyberloq Technologies INC111.43%-25.0
166Carrier EQ LLC87.98%-49.0
167IIOT OXYS Inc84.75%-40.0
168DUO World INC83.06%-49.0
169Citrine Global CORP80.88%0.0
170Zerify Inc59.75%-35.0
171Viewbix Inc56.81%-45.0
172Worlds INC53.35%0.0
173Isign Solutions Inc51.18%-45.0
174Ciclet Holdings Inc48.92%-54.0
175Visiber57 CORP41.68%-45.0
176Appsoft Technologies Inc39.63%-44.0
177Startech Labs Inc29.66%0.0
178Resonate Blends Inc24.30%-41.0
179Leet Technology Inc21.50%-58.0
180Webstar Technology Group Inc19.27%-42.0
181Jingbo Technology Inc18.83%0.0
182Artelligence Holdings Inc18.83%-48.0
183Mobilesmith Inc15.51%-42.0
184Apptech Payments Corp4.30%-53.0
185Gaming Technologies Inc1.96%-71.0
RankCompanySealRating ValueTrend

Feature Distribution Plot

The Feature Distribution shows the main industry variables and the distribution of their impact on financial strength. The more important a variable, the broader the distribution. As the effects are calculated relative to the industry average, half of the companies have a positive effect (green) and half have a negative effect (red). 


Regression Plot

The Regression compares the forecasted company valuation with the observed stock market values. A positive correlation suggests that the model effectively explains market prices.


Feature Importance


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