United States prepackaged software industry landscape illustrating listed-company operations, infrastructure and market activity

Prism Finance USA · comparison snapshot

Prepackaged Software Stocks in USA: Prism Readiness Cohort 8

Name: Prepackaged Software Stocks in USA: Prism Readiness Cohort 8 comparison snapshot
Creator: Fliar BI Prism

A five-company prepackaged software cohort selected by Prism readiness, then compared across market path, filings, profitability, readiness, Prism attention and industry context.

Snapshot: 01 September 2026Not investment adviceRanked by Prism readiness

Readiness leaderJFrog · 53

Strongest available pathJFrog · +174.0%

Widest latest marginSynopsys · 18.9%

Companies compared5 · U.S.-listed

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 #1FROG · Nasdaq

JFrog

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

Founded 2008Sunnyvale$11.32B market cap

View full Companies Radar profile

53Moderate

Snapshot price$91.78as of page date

Monthly-close return+174.0%five-year window

FY2025 revenue$0.53BJFrog Ltd

Net margin-13.5%FY2025

P/E snapshot80.2xone ratio, not a verdict

Prism attention6.2%share across these five

Filing track recordRevenue, USD billions

+157.3%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 26.7%

52-week position81% through range

$34.05$105.8

News mentions2.6K

Community mentions472partial coverage

U.S.-scope patents0

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

Earnings signal76/100
Management stability90/100
Market position10/100
Capital-event signal58/100
Innovation pulse11/100

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 7 M&A involvements, 0 asset-acquisition events and 0 contract events.

Innovation activity

Prism records 6 lifetime product-launch events, 2 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 #2AUID · Nasdaq

AuthID

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

Founded 2009Long Beach, New York$7.6M market cap

View full Companies Radar profile

52Moderate

Snapshot price$0.45as of page date

Monthly-close return-99.5%five-year window

FY2022 revenue$0.00BauthID Inc.

Net margin-15468.1%FY2022

Prism attention1.6%share across these five

Filing track recordRevenue, USD billions

-95.8%

FY2018–FY2022 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR -54.8%

52-week position3% through range

$0.34$4.59

News mentions670

Community mentions0partial coverage

U.S.-scope patents3

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

Earnings signal76/100
Management stability90/100
Market position7/100
Capital-event signal48/100
Innovation pulse17/100

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 0 M&A involvements, 0 asset-acquisition events and 3 contract events.

Innovation activity

Prism records 1 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 #3COUR · NYSE

Coursera

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

Founded 2012Mountain View, California$1.63B market cap

View full Companies Radar profile

52Moderate

Snapshot price$6.18as of page date

Monthly-close return-80.5%five-year window

FY2025 revenue$0.76BCoursera, Inc.

Net margin-6.7%FY2025

P/E snapshot7.5xone ratio, not a verdict

Prism attention44.7%share across these five

Filing track recordRevenue, USD billions

+82.4%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 16.2%

52-week position16% through range

$5.00$12.32

News mentions18.6K

Community mentions49.0Kpartial coverage

U.S.-scope patents68

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

Earnings signal69/100
Management stability90/100
Market position10/100
Capital-event signal70/100
Innovation pulse0/100

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 7 M&A involvements, 0 asset-acquisition events and 2 contract events.

Innovation activity

Prism records 0 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 #4SNPS · Nasdaq

Synopsys

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

Founded 1986Mountain View, California$79.49B market cap

View full Companies Radar profile

52Moderate

Snapshot price$414.8as of page date

Monthly-close return+38.5%five-year window

FY2025 revenue$7.05BSYNOPSYS INC

Net margin18.9%FY2025

P/E snapshot72.6xone ratio, not a verdict

Prism attention39.3%share across these five

Filing track recordRevenue, USD billions

+67.8%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 13.8%

52-week position20% through range

$366.0$615.8

News mentions16.3K

Community mentions622partial coverage

U.S.-scope patents5453

Prism InsightsWhat sits behind the readiness signal
Observed risk 19/100higher means more observed risk

Earnings signal96/100
Management stability90/100
Market position26/100
Capital-event signal50/100
Innovation pulse7/100

Management signal

No leadership-churn flag in the model; 6 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 71 M&A involvements, 3 asset-acquisition events and 11 contract events.

Innovation activity

Prism records 13 lifetime product-launch events, 1 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

Recent available records contain 11 lawsuit, 1 regulatory and 0 layoff events across their stated windows.

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 #5ESTC · NYSE

Elastic

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

Founded 2012San Francisco$9.70B market cap

View full Companies Radar profile

46Cautious

Snapshot price$92.39as of page date

Monthly-close return-38.0%five-year window

FY2025 revenue$1.48BElastic N.V.

Net margin-7.3%FY2025

P/E snapshot26.4xone ratio, not a verdict

Prism attention8.2%share across these five

Filing track recordRevenue, USD billions

+143.8%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 25.0%

52-week position76% through range

$42.05$108.0

News mentions3.4K

Community mentions0partial coverage

U.S.-scope patents415

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

Earnings signal53/100
Management stability90/100
Market position12/100
Capital-event signal55/100
Innovation pulse7/100

Management signal

No leadership-churn flag in the model; 4 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 10 M&A involvements, 0 asset-acquisition events and 4 contract events.

Innovation activity

Prism records 5 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.

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.

JFrog

+174.0%

Synopsys

+38.5%

Elastic

-38.0%

Coursera

-80.5%

AuthID

-99.5%

Latest revenue

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

Synopsys

$7.05B

Elastic

$1.48B

Coursera

$0.76B

JFrog

$0.53B

AuthID

$0.00B

Latest profit margin

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

Synopsys

18.9%

Coursera

-6.7%

Elastic

-7.3%

JFrog

-13.5%

AuthID

-15468.1%

Prism news attention

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

Coursera

44.7%

Synopsys

39.3%

Elastic

8.2%

JFrog

6.2%

AuthID

1.6%

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

Coursera leads the conversation

It holds 44.7% of measured prepackaged software news attention and also carries the basket's largest revenue base at $0.76B.

Price path

JFrog leads the available price paths

Its monthly-close return is +174.0% for the five-year window. At the other end, AuthID is -99.5% for its five-year window. Windows printed on each card must be compared carefully; price history is not a forecast.

Profitability

Synopsys has the widest latest margin

Its FY2025 net margin is 18.9%. 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

Coursera shows why one ratio is not a verdict

It has the basket's lowest snapshot P/E at 7.5x while its five-year window price return is -80.5%. 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 · FROG

JFrog

2,577available Prism news records

Prism top themes

Price action & investor response

195

Earnings & financial performance

Leadership & governance

Legal, arbitration & regulatory

Capital allocation & transactions

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

News-volume growth

+32.2%550 latest 12m vs 416 prior 12m

Machine-classified coverage tone

78.1% positive-3.5 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

stock performance 81stock price 45stock surge 22share price 22vulnerability patches 18revenue beats 18earnings surprises 17stock indices 17

Keyword tag occurrences in available Prism news records.

Coverage: 2012-05-03–2026-06-18 · trend and themes shown through 2026-06

Areas of research · COUR

Coursera

18,580available Prism news records

Prism top themes

Leadership & governance

155

Earnings & financial performance

109

Price action & investor response

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

News-volume growth

-23.9%2,490 latest 12m vs 3,270 prior 12m

Machine-classified coverage tone

88.8% positive-3.3 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

ai research 87ai hardware 84software careers 63skills shortage analysis 63ai frameworks 59web-based courses 59stock performance 58alternative career paths 56

Keyword tag occurrences in available Prism news records.

Coverage: 2010-06-11–2026-07-25 · trend and themes shown through 2026-07

Areas of research · SNPS

Synopsys

16,320available Prism news records

Prism top themes

Price action & investor response

621

Macro demand & rates

529

Earnings & financial performance

337

Capital allocation & transactions

292

Legal, arbitration & regulatory

102

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

News-volume growth

-21.0%2,739 latest 12m vs 3,465 prior 12m

Machine-classified coverage tone

89.2% positive-1.5 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

stock performance 194engineering jobs 180ai hardware 152tech jobs 148tech startup jobs 136embedded vehicle software 126technical roles 125vehicle operating systems 114

Keyword tag occurrences in available Prism news records.

Coverage: 2010-01-04–2026-07-09 · trend and themes shown through 2026-07

Areas of research · ESTC

Elastic

3,414available Prism news records

Prism top themes

Price action & investor response

137

Legal, arbitration & regulatory

Earnings & financial performance

Capital allocation & transactions

Macro demand & rates

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

News-volume growth

-14.0%653 latest 12m vs 759 prior 12m

Machine-classified coverage tone

87.5% positive+7.8 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

threat feed integration 64threat intelligence sharing 63class action securities litigation 59vulnerability intelligence 47stock performance 44security analytics 33stock surge 25malware intelligence 25

Keyword tag occurrences in available Prism news records.

Coverage: 2010-05-06–2026-06-19 · 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.

FROG

JFrog

472 mentions

Stock and valuation

187

Products, pricing and logistics

145

Workplace and hiring

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 472 records remained after filtering.

COUR

Coursera

48,978 mentions

Products, pricing and logistics

35,365

Workplace and hiring

1,013

Stock and valuation

261

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 48,978 records remained after filtering.

SNPS

Synopsys

622 mentions

Products, pricing and logistics

152

Stock and valuation

145

Workplace and hiring

Other company context

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 622 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.

FROG

JFrog

through 2026-04-23

Earnings releases 13Leadership changes 5

2026-04-23
Earnings releases
Based on JFrog’s latest earnings release for the quarter ending December 31, the company reported a quarterly revenue of $145.31 million and a GAAP net loss of $15.21 million.
2026-01-06
Leadership changes
Software supply chain specialist JFrog has announced the appointment of Genefa Murphy as its new chief marketing officer (CMO), effective immediately.
2026-03-10
Earnings releases
JFrog’s ARR punched in at $580.4 million in Q4, and over the last four quarters, its year-on-year growth averaged 23.6%.

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

AUID

AuthID

through 2026-03-31

Earnings releases 15Leadership changes 8Business contracts 3Company announcements 3

2026-03-31
Earnings releases
For the full year, Sellitto reported total revenue of $2.0 million, compared with $0.9 million a year earlier, representing 129% year-over‑year growth.
2026-01-08
Business contracts
today announced that one of the world’s largest workforce solutions providers has selected authID and technology partner TurboCheck
2024-09-27
Leadership changes
authID has named Erick Soto as its chief product officer to advance its biometric verification and authentication systems.

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

COUR

Coursera

through 2026-04-23

Earnings releases 35Leadership changes 10M&A 7

2026-04-23
Earnings releases
Coursera (NYSE:COUR) reported first-quarter 2026 revenue of $196 million, up 9% year-over-year, as the company highlighted continued consumer momentum, improving platform economics, and ongoing preparation for its planned combination with Udemy.
2026-04-13
M&A
On April 9, shareholders of both Coursera and Udemy voted to approve the merger.
2025-11-17
Leadership changes
On November 13, 2025, Coursera appointed Michael Foley as interim Senior Vice President, Chief Financial Officer, and Treasurer, effective November 17, 2025.

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

SNPS

Synopsys

through 2026-03-23

Earnings releases 62Regulatory 35M&A 26Lawsuits 11Leadership changes 11

2026-03-23
M&A
According to a Wall Street Journal report, Elliott Investment Management has acquired a substantial multibillion-dollar stake in chip design software provider Synopsys (SNPS).
2026-02-26
Lawsuits
According to that complaint filed in the U.S. District Court for the Northern District of California the plaintiff alleges that between December 4, 2024 and September 9, 2025, the defendants failed to disclose to investors: (1) the extent to which the Company's increased focus on artificial intelligence customers, which require additional customization, was deteriorating the economics of its Design IP business; (2) that, as a result, "certain road map and resource decisions" were unlikely to "yield their intended results;" (3) that the foregoing had a material negative impact on financial results; and (4) that, as a result of the foregoing, defendants' positive statements about the Company's business, operations, and prospects were materially misleading and/or lacked a reasonable basis.
2026-02-26
Earnings releases
Despite the cautious guidance, first-quarter results exceeded expectations. Synopsys reported revenue of $2.41 billion, topping the $2.39 billion estimate, while adjusted profit reached $3.77 per share, well above the $3.56 consensus.

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

ESTC

Elastic

through 2026-04-15

Earnings releases 30Leadership changes 26Lawsuits 10Business contracts 2M&A 2

2026-04-15
Leadership changes
Elastic, the Search AI Company, has appointed Atul Ahuja as Area Vice President and General Manager for India.
2026-02-27
Earnings releases
Based on Elastic’s latest earnings release for the quarter ending October 31, the company reported a quarterly revenue of $423.48 million and a GAAP net loss of $51.28 million.
2025-10-12
M&A
Elastic acquires enterprise search software maker Jina AI

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 36–43. 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

JFrog leads the readiness ranking

Its Prism readiness score is 53/100, the highest in this five-company comparison.

Open JFrog in Companies Radar

Scale and margin leadership sit with Synopsys and Synopsys

Synopsys has the largest displayed latest revenue at $7.05B; Synopsys has the widest displayed latest margin at 18.9%.

Open Synopsys in Companies Radar

Comparisons

Strongest versus weakest available price path

JFrog is +174.0% for its five-year window; AuthID is -99.5% for its five-year window.

Open JFrog in Companies Radar Open AuthID in Companies Radar

Largest versus smallest displayed revenue base

The latest displayed revenue ranges from $7.05B for Synopsys to $0.00B for AuthID. Entity and filing-period labels remain visible on the company cards.

Open Synopsys in Companies Radar Open AuthID in Companies Radar

Anomalies

JFrog has the widest attention-readiness rank gap

It ranks #4 by measured news attention (6.2%) and #1 by Prism readiness. The gap is a review flag, not evidence that either measure is wrong.

Open JFrog in Companies Radar

Elastic shows a price-operating divergence to inspect

Its displayed filing-revenue change is +143.8% while its available monthly-close return is -38.0%. The signs differ, but the two measures cover different windows and do not establish causality.

Open Elastic in Companies Radar

Explanations

Attention measures coverage volume, not quality

Coursera's 44.7% 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 Coursera 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 JFrog's company profile and inspect the underlying management, market-activity, innovation and risk evidence before relying on the 53/100 score.

Open JFrog in Companies Radar

Stress-test the largest divergence before forming a view

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

Open Elastic in Companies Radar Open JFrog 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.