Name: Prepackaged Software Stocks in USA: Prism Readiness Cohort 18 comparison snapshot
Creator: Fliar BI Prism

01 · Readiness ranking

Five companies, one comparable score

Companies are ordered by the Fliar BI Prism readiness score used by the Prism Finance USA source pack. The score is a research signal, not a recommendation.

Readiness #1UPLD · Nasdaq

Upland

A U.S.-listed issuer classified by the SEC in Prepackaged Software

Founded 2014Austin, Texas$12.1M market cap

View full Companies Radar profile

39Cautious

Snapshot price$4.11as of page date

Monthly-close return-98.8%five-year window

FY2025 revenue$0.22BUpland Software, Inc.

Net margin-17.9%FY2025

P/E snapshot0.6xone ratio, not a verdict

Prism attention79.6%share across these five

Filing track recordRevenue, USD billions

-28.2%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR -7.9%

52-week position0% through range

$4.00$30.30

News mentions21.8K

Community mentions0partial coverage

U.S.-scope patents28

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal34/100
Management stability90/100
Market position16/100
Capital-event signal47/100
Innovation pulse7/100

Management signal

No leadership-churn flag in the model; 2 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 25 M&A involvements, 0 asset-acquisition events and 1 contract events.

Innovation activity

Prism records 17 lifetime product-launch events, 1 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #2DH · Nasdaq

Definitive Healthcare

A U.S.-listed issuer classified by the SEC in Prepackaged Software

Founded 2008Natick, Massachusetts$96.3M market cap

View full Companies Radar profile

38Cautious

Snapshot price$0.90as of page date

Monthly-close return-97.9%five-year window

FY2025 revenue$0.24BDefinitive Healthcare Corp.

Net margin-57.5%FY2025

P/E snapshot4.8xone ratio, not a verdict

Prism attention3.6%share across these five

Filing track recordRevenue, USD billions

+45.4%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 9.8%

52-week position8% through range

$0.61$4.35

News mentions973

Community mentions0partial coverage

U.S.-scope patents0

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal50/100
Management stability90/100
Market position12/100
Capital-event signal25/100
Innovation pulse0/100

Management signal

No leadership-churn flag in the model; 0 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 10 M&A involvements, 0 asset-acquisition events and 0 contract events.

Innovation activity

Prism records 4 lifetime product-launch events, 0 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #3SKIL · NYSE

Skillsoft

A U.S.-listed issuer classified by the SEC in Prepackaged Software

Founded 1998WILMINGTON$58.6M market cap

View full Companies Radar profile

38Cautious

Snapshot price$6.53as of page date

Monthly-close return-97.2%five-year window

FY2026 revenue$0.51BSkillsoft Corp.

Net margin-27.3%FY2026

Prism attention10.1%share across these five

Filing track recordRevenue, USD billions

-0.3%

FY2022–FY2026 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR -0.1%

52-week position21% through range

$3.43$18.45

News mentions2.8K

Community mentions223partial coverage

U.S.-scope patents4

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal50/100
Management stability90/100
Market position20/100
Capital-event signal15/100
Innovation pulse3/100

Management signal

No leadership-churn flag in the model; 3 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 23 M&A involvements, 2 asset-acquisition events and 1 contract events.

Innovation activity

Prism records 2 lifetime product-launch events, 0 in the latest 360 days, and 1 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #4CRNC · Nasdaq

Cerence

A U.S.-listed issuer classified by the SEC in Prepackaged Software

Founded 2019WILMINGTON$380.8M market cap

View full Companies Radar profile

37Cautious

Snapshot price$8.42as of page date

Monthly-close return-91.2%five-year window

FY2025 revenue$0.25BCerence Inc.

Net margin-7.4%FY2025

P/E snapshot10.7xone ratio, not a verdict

Prism attention4.7%share across these five

Filing track recordRevenue, USD billions

-35.0%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR -10.2%

52-week position33% through range

$5.85$13.74

News mentions1.3K

Community mentions0partial coverage

U.S.-scope patents333

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal49/100
Management stability90/100
Market position0/100
Capital-event signal15/100
Innovation pulse17/100

Management signal

No leadership-churn flag in the model; 1 key-person event recorded in the latest 360-day window.

Market activity

Available history contains 0 M&A involvements, 0 asset-acquisition events and 4 contract events.

Innovation activity

Prism records 6 lifetime product-launch events, 1 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #5MCHX · Nasdaq

Marchex

A U.S.-listed issuer classified by the SEC in Prepackaged Software

Founded 2000Seattle, Washington$78.0M market cap

View full Companies Radar profile

37Cautious

Snapshot price$1.76as of page date

Monthly-close return-41.1%five-year window

FY2025 revenue$0.04BMARCHEX INC

Net margin-11.5%FY2025

P/E snapshot11.0xone ratio, not a verdict

Prism attention2.0%share across these five

Filing track recordRevenue, USD billions

-15.1%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR -4.0%

52-week position61% through range

$1.32$2.04

News mentions560

Community mentions0partial coverage

U.S.-scope patents74

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal47/100
Management stability90/100
Market position10/100
Capital-event signal5/100
Innovation pulse22/100

Management signal

No leadership-churn flag in the model; 0 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 3 M&A involvements, 1 asset-acquisition events and 0 contract events.

Innovation activity

Prism records 6 lifetime product-launch events, 3 in the latest 360 days, and 1 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

02 · Side-by-side

The comparisons that change the picture

Every bar preserves its own meaning. Price return, revenue scale, profitability and attention are deliberately not blended into one recommendation.

Available monthly-close return

Dated window printed on each company card; not a forecast.

Marchex

-41.1%

Cerence

-91.2%

Skillsoft

-97.2%

Definitive Healthcare

-97.9%

Upland

-98.8%

Latest revenue

USD billions, official filing scope shown on each company card.

Skillsoft

$0.51B

Cerence

$0.25B

Definitive Healthcare

$0.24B

Upland

$0.22B

Marchex

$0.04B

Latest profit margin

Company-card labels distinguish continuing-operations and net-income scope.

Cerence

-7.4%

Marchex

-11.5%

Upland

-17.9%

Skillsoft

-27.3%

Definitive Healthcare

-57.5%

Prism news attention

Normalized share across these five names; attention is not quality.

Upland

79.6%

Skillsoft

10.1%

Cerence

4.7%

Definitive Healthcare

3.6%

Marchex

2.0%

03 · Prism readout

What the signals say—and what they do not

The headline share is normalized prepackaged software news attention across these five names. Partial community coverage and U.S.-scope patent records are displayed separately and are not blended into it.

Scale + attention

Upland leads the conversation

It holds 79.6% of measured prepackaged software news attention and also carries the basket's largest revenue base at $0.22B.

Price path

Marchex leads the available price paths

Its monthly-close return is -41.1% for the five-year window. At the other end, Upland is -98.8% for its five-year window. Windows printed on each card must be compared carefully; price history is not a forecast.

Profitability

Cerence has the widest latest margin

Its FY2025 net margin is -7.4%. Its revenue history in this snapshot spans only the periods printed on its card, so longer histories are not treated as equivalent.

Price vs operating signals

Upland shows why one ratio is not a verdict

It has the basket's lowest snapshot P/E at 0.6x while its five-year window price return is -98.8%. Valuation, price path and readiness answer different questions.

04 · Research areas

Deeper Prism readout where coverage is dense

Shown only for companies with more than 800 available Prism news records. Counts describe the available research corpus, not company quality.

Areas of research · UPLD

Upland

21,755available Prism news records

Prism top themes

Leadership & governance

23

Price action & investor response

20

Earnings & financial performance

19

Legal, arbitration & regulatory

14

Capital allocation & transactions

12

Mapped subcategory tag occurrences; one article may contribute more than one tag. Since 2024-01-01.

News-volume growth

+7.2%1,133 latest 12m vs 1,057 prior 12m

Machine-classified coverage tone

64.4% positive+1.0 pp vs preceding four quarters

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

26Q3

Tone of available coverage, not business performance or an investment outlook.

Frequent keywords

college playoffs 35college football finals 27arrest reports 24national championship game 22ncaa championship game 21campus sports 21tax policy execution 19prep bowl games 16

Keyword tag occurrences in available Prism news records.

Coverage: 2010-01-01–2026-07-15 · trend and themes shown through 2026-07

Areas of research · DH

Definitive Healthcare

973available Prism news records

Prism top themes

Earnings & financial performance

66

Price action & investor response

27

Leadership & governance

13

Capital allocation & transactions

10

Legal, arbitration & regulatory

7

Mapped subcategory tag occurrences; one article may contribute more than one tag. Since 2024-01-01.

News-volume growth

+7.3%177 latest 12m vs 165 prior 12m

Machine-classified coverage tone

87.9% positive+2.0 pp vs preceding four quarters

24Q3

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

Tone of available coverage, not business performance or an investment outlook.

Frequent keywords

earnings report 20quarterly results 18healthcare revenue cycle 14quarterly financials 12annual earnings 11financial report 11stock performance 7visiting nurse services 7

Keyword tag occurrences in available Prism news records.

Coverage: 2011-12-08–2026-06-12 · trend and themes shown through 2026-06

Areas of research · SKIL

Skillsoft

2,756available Prism news records

Prism top themes

Leadership & governance

95

Earnings & financial performance

30

Price action & investor response

20

Capital allocation & transactions

13

Mapped subcategory tag occurrences; one article may contribute more than one tag. Since 2024-01-01.

News-volume growth

+35.6%434 latest 12m vs 320 prior 12m

Machine-classified coverage tone

88.1% positive-2.3 pp vs preceding four quarters

24Q3

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

Tone of available coverage, not business performance or an investment outlook.

Frequent keywords

competency development 49talent pipeline development 33training needs analysis 33strategic workforce development 30talent retention strategies 30ai recruitment 27talent deployment 26hr management systems 25

Keyword tag occurrences in available Prism news records.

Coverage: 2010-02-12–2026-06-03 · trend and themes shown through 2026-06

Areas of research · CRNC

Cerence

1,280available Prism news records

Prism top themes

Price action & investor response

45

Earnings & financial performance

38

Leadership & governance

26

Legal, arbitration & regulatory

14

Macro demand & rates

10

Mapped subcategory tag occurrences; one article may contribute more than one tag. Since 2024-01-01.

News-volume growth

-14.8%156 latest 12m vs 183 prior 12m

Machine-classified coverage tone

95.3% positive+3.9 pp vs preceding four quarters

24Q3

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

Tone of available coverage, not business performance or an investment outlook.

Frequent keywords

automotive middleware 33embedded vehicle software 33vehicle cloud integration 30automotive voice assistant 28vehicle-integrated assistant 28automotive cybersecurity 26cybersecurity connected cars 26car assistant 25

Keyword tag occurrences in available Prism news records.

Coverage: 2012-05-24–2026-06-10 · trend and themes shown through 2026-06

05 · Community discussion

Common topics where conversation clears the gate

Shown only above 25 entity-matched mentions. Coverage is partial and topic counts exclude identified namesake noise.

SKIL

Skillsoft

223 mentions

Products, pricing and logistics

137

Stock and valuation

21

Workplace and hiring

5

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 223 records remained after filtering.

06 · Company event log

Common news types and recent highlights

Event patterns and selected recent headlines come from available Prism company-event records since 2023. Obvious forecast, holdings, duplicate and retrospective noise is filtered.

UPLD

Upland

through 2026-05-01

Earnings releases 14Leadership changes 3M&A 1

2026-05-01
Leadership changes
Today announced that Sean Nathaniel has commenced his tenure as the Company’s President and Chief Executive Officer.
2026-05-01
Earnings releases
Total revenue was $48.7 million, a decrease of 24% from $63.7 million in the first quarter of 2025.
2023-09-11
M&A
Upland Software has acquired Kapost, a content operations platform provider for sales and marketing.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

DH

Definitive Healthcare

through 2026-02-26

Earnings releases 20Leadership changes 2Company announcements 1M&A 1

2026-02-26
Earnings releases
Fourth Quarter 2025 Financial Highlights: Revenue was $61.5 million, a decrease of 1% from $62.3 million in Q4 2024.
2024-06-03
Company announcements
Definitive Healthcare (Nasdaq: DH), an industry leader in healthcare commercial intelligence, today released its 2023 sustainability report.
2024-01-16
Leadership changes
Jason Krantz, Founder and Executive Chairman of Definitive Healthcare, has been appointed interim Chief Executive Officer.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

SKIL

Skillsoft

through 2026-04-08

Earnings releases 25Leadership changes 14Company announcements 1

2026-04-08
Earnings releases
Skillsoft beat analyst expectations in the fourth quarter, reporting earnings per share of $1.26, above the estimated $1.14, a 10.5% beat.
2026-03-31
Leadership changes
Skillsoft announced that Art Gilliland has joined its Board of Directors, effective March 25, 2026.
2026-02-20
Company announcements
Skillsoft (NYSE: SKIL) (“Skillsoft” or the “Company”), the leading AI-native skills management platform built for the human + AI era, today announced that on February 18, 2026, the Talent and Compensation Committee of Skillsoft’s Board of Directors (the “Committee”) made a grant of 95,000 restricted stock units (“RSUs”) of the Company’s Class A common stock to Bernard Barbour.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

CRNC

Cerence

through 2026-02-04

Earnings releases 33Leadership changes 14Company announcements 4Business contracts 2Lawsuits 2

2026-02-04
Earnings releases
For 2026, total revenue was $115.1 million, up $64.2 million or 126% from $50.9 million in the prior year period.
2025-10-10
Leadership changes
Cerence Inc. (NASDAQ: CRNC) ... Raja Bose’s recent appointment as Vice President, Global Product Management, effective October 8, 2025.
2025-07-11
Company announcements
Cerence kept its 2025 revenue forecast at $236–$247 million, which is lower than last year due to losing the Toyota (TM) deal and fewer license agreements.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

MCHX

Marchex

through 2026-04-17

Earnings releases 20Leadership changes 5Company announcements 1M&A 1

2026-04-17
Company announcements
This Amendment is to include Part III information which will be incorporated by reference for our definitive proxy statement for our 2026 Annual Meeting of Stockholders.
2026-03-26
Earnings releases
Chief Financial Officer Brian Nagle reported fourth-quarter 2025 revenue of $10.8 million, down from $11.5 million in the third quarter of 2025.
2025-11-14
M&A
Marchex Inc (NASDAQ:MCHX) has entered into an agreement to acquire Arcadia, which could enhance its AI-driven customer acquisition and outcome optimization platform.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

07 · Industry landscape

Prepackaged Software Industry in USA

A bottom-of-page sector lens combining Prism's exact U.S. market-growth extraction with tightly matched U.S.-primary prepackaged software news. It adds context to the stock basket without turning industry signals into a recommendation.

Prism market forecast extraction

enterprise application software market

4 sources83.6% extraction confidence

2022 extracted base$104.68B

2026 extracted forecast$104.68B

Implied source CAGR7.2%

introduction of cloud-based deployment solutionsgrowing need to enhance business efficiencythird platform technologies

Multi-source card returned by Prism's /special_extraction market-growth service. Extracted geography mix: Global, Asia Pacific. This is a dated market benchmark, not a forecast for the five-stock basket.

Prism news insights

U.S. Prepackaged Software news pulse

107,725available Prism news records

Latest 12m volume+1.8%46456 vs 45625 records

Positive classified tone84.7%+3.4 pp vs prior four quarters

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

26Q3

Available U.S.-primary Prism records matching prepackaged, software, application, enterprise. Metadata counts can overlap; coverage volume and tone are not measures of industry output.

Recurring Prism themes

emerging drone technology applications in defense

4,213

visa application procedures and requirements

4,107

stem cell research and applications

3,860

gene therapy and crispr technologies

3,770

earth observation satellite applications

3,420

unmanned aerial vehicle (uav) advancements

3,295

Metadata occurrences; one record can contribute more than one theme.

Frequent industry keywords

scholarship applications 2,766tuition scholarships 2,543drone electronic warfare 2,508drone logistics support 1,930autonomous reconnaissance drones 1,857stealth drone capabilities 1,841ai-targeting uavs 1,562satellite-controlled drones 1,446

Counts cover the matched industry corpus, not the broader company-news totals above.

Curated signal map

Opportunity and caution, side by side

Evidence prompts—not probabilities.

Opportunity · market driver

introduction of cloud-based deployment solutions

4 forecast sources

A recurring driver in the extracted market evidence provides a measurable research thread for the sector.

Prism /special_extraction market-growth card

Opportunity · demand

emerging drone technology applications in defense

4,213 matched theme records

The largest current Prism news theme shows where sector attention and reported activity are concentrating.

Prism U.S. news metadata

Opportunity · innovation

Innovation and product activity

23,415 matched news records

Technology, product and R&D metadata provide an auditable view of the sector's innovation conversation.

Unique news records matching the curated innovation rule

Caution · market restraint

enterprises were more cautious about their investments

6,651 macro/risk records

The extracted restraint and the measured macro-news pulse belong in the downside research frame.

Prism market-growth restraint plus U.S. news metadata

Caution · news pulse

Coverage growth can reverse

+1.8% news volume

The latest 12 months contain 46,456 matched records versus 45,625 in the previous window.

Available Prism coverage through 2026-05-05

Caution · sentiment

Classified tone is not demand

84.7% positive · +3.4pp

Machine-classified news tone is useful context, but it is not revenue, output or a return forecast.

Eight-quarter Prism sentiment series

Opportunity and caution cards are curated research prompts grounded in the counts shown; they are not probabilities, recommendations or forecasts. News coverage runs 2024-01-01–2026-05-05; the latest quarter may be partial.

Explore the broader U.S. industrial landscape →

08 · Scope and sources

How to read this snapshot

Basket and ranking

Five U.S.-listed issuers classified under SEC SIC 7372 (Prepackaged Software), selected as the first five names that pass all live publication gates from the Prism readiness candidate pool ranked 86–93. Every candidate has complete cached readiness evidence. This is a research cohort, not a recommendation.

Companies are ordered by the Fliar BI Prism readiness score used by the Prism Finance USA source pack. The score is a research signal, not a recommendation.

Evidence used

Official annual filingsFY revenue history and latest profitability
U.S. exchange market snapshotDated price, 52-week range, P/E, market capitalisation and monthly-close return
Fliar BI PrismReadiness, company and industry news, community context and U.S.-scope patent records
Prism market-growth extractionDated third-party Prepackaged Software Industry in USA market benchmark with source-count, geography and confidence context

Important: Research and educational information only. Not investment advice, a recommendation, or a live-price service. Market figures are dated as of 01 September 2026.

09 · Final derived analysis

Conclusions, comparisons, anomalies, explanations and decisions

A final evidence-linked synthesis of the metrics already displayed above. Every named company opens its actual Companies Radar profile.

Conclusions

Upland leads the readiness ranking

Its Prism readiness score is 39/100, the highest in this five-company comparison.

Open Upland in Companies Radar

Scale and margin leadership sit with Skillsoft and Cerence

Skillsoft has the largest displayed latest revenue at $0.51B; Cerence has the widest displayed latest margin at -7.4%.

Open Skillsoft in Companies Radar Open Cerence in Companies Radar

Comparisons

Strongest versus weakest available price path

Marchex is -41.1% for its five-year window; Upland is -98.8% for its five-year window.

Open Marchex in Companies Radar Open Upland in Companies Radar

Largest versus smallest displayed revenue base

The latest displayed revenue ranges from $0.51B for Skillsoft to $0.04B for Marchex. Entity and filing-period labels remain visible on the company cards.

Open Skillsoft in Companies Radar Open Marchex in Companies Radar

Anomalies

Definitive Healthcare has the widest attention-readiness rank gap

It ranks #4 by measured news attention (3.6%) and #2 by Prism readiness. The gap is a review flag, not evidence that either measure is wrong.

Open Definitive Healthcare in Companies Radar

Definitive Healthcare shows a price-operating divergence to inspect

Its displayed filing-revenue change is +45.4% while its available monthly-close return is -97.9%. The signs differ, but the two measures cover different windows and do not establish causality.

Open Definitive Healthcare in Companies Radar

Explanations

Attention measures coverage volume, not quality

Upland's 79.6% share says it appears most often in the matched Prism corpus. It does not score whether that coverage is favourable or whether the company is investable.

Open Upland in Companies Radar

Different windows explain why signals can disagree

Revenue comes from the printed filing periods, price paths use the dated monthly-close windows, and Prism signals use their stated event windows. No causal attribution is made across them.

Research decisions

Verify the readiness leader in Companies Radar

Open Upland's company profile and inspect the underlying management, market-activity, innovation and risk evidence before relying on the 39/100 score.

Open Upland in Companies Radar

Stress-test the largest divergence before forming a view

Compare Definitive Healthcare's profile with Marchex's profile, then reconcile the displayed filing and price windows. This is a next-research action, not a buy or sell decision.

Open Definitive Healthcare in Companies Radar Open Marchex in Companies Radar

Method boundary: These are deterministic comparisons of the displayed snapshot fields. They flag relationships for further research, do not establish causality and are not investment recommendations.