United States computer processing and data preparation industry landscape illustrating listed-company operations, infrastructure and market activity

Prism Finance USA · comparison snapshot

Computer Processing And Data Preparation Stocks in USA: Revenue Cohort 2

Name: Computer Processing And Data Preparation Stocks in USA: Revenue Cohort 2 comparison snapshot
Creator: Fliar BI Prism

A five-company computer processing and data preparation cohort selected by latest filing revenue, then compared across market path, filings, profitability, readiness, Prism attention and industry context.

Snapshot: 31 August 2026Not investment adviceRanked by Prism readiness

Readiness leaderFive9 · 54

Strongest available pathCarGurus · +13.5%

Widest latest marginPegasystems · 22.5%

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 #1FIVN · Nasdaq

Five9

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 2001Wilmington$2.58B market cap

View full Companies Radar profile

54Moderate

Snapshot price$34.56as of page date

Monthly-close return-78.4%five-year window

FY2025 revenue$1.15BFive9, Inc.

Net margin3.4%FY2025

P/E snapshot50.8xone ratio, not a verdict

Prism attention6.3%share across these five

Filing track recordRevenue, USD billions

+88.5%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 17.2%

52-week position97% through range

$13.29$35.17

News mentions3.8K

Community mentions487partial coverage

U.S.-scope patents42

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

Earnings signal70/100
Management stability90/100
Market position15/100
Capital-event signal50/100
Innovation pulse28/100

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 18 M&A involvements, 0 asset-acquisition events and 11 contract events.

Innovation activity

Prism records 37 lifetime product-launch events, 7 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 #2CARG · Nasdaq

CarGurus

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 2006Cambridge, Massachusetts$3.18B market cap

View full Companies Radar profile

44Cautious

Snapshot price$35.66as of page date

Monthly-close return+13.5%five-year window

FY2025 revenue$0.91BCarGurus, Inc.

Net margin17.2%FY2025

P/E snapshot18.4xone ratio, not a verdict

Prism attention5.1%share across these five

Filing track recordRevenue, USD billions

-4.7%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR -1.2%

52-week position63% through range

$26.39$41.22

News mentions3.1K

Community mentions2.0Kpartial coverage

U.S.-scope patents9

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

Earnings signal62/100
Management stability90/100
Market position31/100
Capital-event signal20/100
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 7 M&A involvements, 0 asset-acquisition events and 4 contract events.

Innovation activity

Prism records 5 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 #3FA · Nasdaq

First Advantage

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 2003WILMINGTON$3.61B market cap

View full Companies Radar profile

40Cautious

Snapshot price$21.02as of page date

Monthly-close return+10.3%five-year window

FY2025 revenue$1.57BFIRST ADVANTAGE CORP

Net margin-2.2%FY2025

P/E snapshot140.1xone ratio, not a verdict

Prism attention1.4%share across these five

Filing track recordRevenue, USD billions

+233.3%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 35.1%

52-week position75% through range

$8.82$25.15

News mentions839

Community mentions991partial coverage

U.S.-scope patents33

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

Earnings signal62/100
Management stability90/100
Market position12/100
Capital-event signal5/100
Innovation pulse7/100

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

Innovation activity

Prism records 1 lifetime product-launch events, 0 in the latest 360 days, and 3 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 #4SSTK · NYSE

Shutterstock

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 2012New York City, New York$204.7M market cap

View full Companies Radar profile

40Cautious

Snapshot price$5.54as of page date

Monthly-close return-95.1%five-year window

FY2025 revenue$0.99BShutterstock, Inc.

Net margin4.6%FY2025

Prism attention76.9%share across these five

Filing track recordRevenue, USD billions

+28.0%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 6.4%

52-week position2% through range

$5.17$29.50

News mentions45.9K

Community mentions3.2Kpartial coverage

U.S.-scope patents192

Prism InsightsWhat sits behind the readiness signal
Observed risk 13/100higher means more observed risk

Earnings signal64/100
Management stability90/100
Market position22/100
Capital-event signal15/100
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 36 M&A involvements, 2 asset-acquisition events and 6 contract events.

Innovation activity

Prism records 22 lifetime product-launch events, 1 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

Recent available records contain 2 lawsuit, 2 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 #5PEGA · Nasdaq

Pegasystems

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 1983Cambridge, Massachusetts$6.05B market cap

View full Companies Radar profile

39Cautious

Snapshot price$36.81as of page date

Monthly-close return-42.1%five-year window

FY2025 revenue$1.75BPEGASYSTEMS INC

Net margin22.5%FY2025

P/E snapshot20.9xone ratio, not a verdict

Prism attention10.3%share across these five

Filing track recordRevenue, USD billions

+44.1%

FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 9.6%

52-week position27% through range

$25.10$68.10

News mentions6.1K

Community mentions121partial coverage

U.S.-scope patents88

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

Earnings signal59/100
Management stability90/100
Market position16/100
Capital-event signal5/100
Innovation pulse7/100

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 14 M&A involvements, 1 asset-acquisition events and 10 contract events.

Innovation activity

Prism records 86 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.

CarGurus

+13.5%

First Advantage

+10.3%

Pegasystems

-42.1%

Five9

-78.4%

Shutterstock

-95.1%

Latest revenue

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

Pegasystems

$1.75B

First Advantage

$1.57B

Five9

$1.15B

Shutterstock

$0.99B

CarGurus

$0.91B

Latest profit margin

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

Pegasystems

22.5%

CarGurus

17.2%

Shutterstock

4.6%

Five9

3.4%

First Advantage

-2.2%

Prism news attention

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

Shutterstock

76.9%

Pegasystems

10.3%

Five9

6.3%

CarGurus

5.1%

First Advantage

1.4%

03 · Prism readout

What the signals say—and what they do not

The headline share is normalized computer processing and data preparation 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

Shutterstock leads the conversation

It holds 76.9% of measured computer processing and data preparation news attention and also carries the basket's largest revenue base at $0.99B.

Price path

CarGurus leads the available price paths

Its monthly-close return is +13.5% for the five-year window. At the other end, Shutterstock is -95.1% for its five-year window. Windows printed on each card must be compared carefully; price history is not a forecast.

Profitability

Pegasystems has the widest latest margin

Its FY2025 net margin is 22.5%. 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

CarGurus shows why one ratio is not a verdict

It has the basket's lowest snapshot P/E at 18.4x while its five-year window price return is +13.5%. 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 · FIVN

Five9

3,765available Prism news records

Prism top themes

Leadership & governance

Earnings & financial performance

Legal, arbitration & regulatory

Price action & investor response

Capital allocation & transactions

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

News-volume growth

-34.4%479 latest 12m vs 730 prior 12m

Machine-classified coverage tone

90.2% positive+12.4 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

customer service software 145voice of customer tools 76class action securities litigation 69minority shareholder protections 63service desk platforms 55customer inquiry management 53stock performance 45business communication hubs 44

Keyword tag occurrences in available Prism news records.

Coverage: 2010-03-29–2026-06-13 · trend and themes shown through 2026-06

Areas of research · CARG

CarGurus

3,056available Prism news records

Prism top themes

Price action & investor response

Earnings & financial performance

Leadership & governance

Capital allocation & transactions

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

News-volume growth

-22.6%656 latest 12m vs 847 prior 12m

Machine-classified coverage tone

57.9% positive-11.7 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

next-generation ev platforms 50ev powertrain advancements 49vehicle sales forecasts 48ev drive system innovations 47electric vehicle r&d 44stock performance 41ev battery technology 37smart ev technologies 36

Keyword tag occurrences in available Prism news records.

Coverage: 2010-02-17–2026-06-19 · trend and themes shown through 2026-06

Areas of research · FA

First Advantage

839available Prism news records

Prism top themes

Price action & investor response

Earnings & financial performance

Capital allocation & transactions

Leadership & governance

Legal, arbitration & regulatory

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

News-volume growth

+36.4%161 latest 12m vs 118 prior 12m

Machine-classified coverage tone

94.2% positive-1.3 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

earnings report 17stock performance 16share price 10new executive 10role profiling 9financial report 9quarterly financials 9job analysis 8

Keyword tag occurrences in available Prism news records.

Coverage: 2010-02-15–2026-06-15 · trend and themes shown through 2026-06

Areas of research · SSTK

Shutterstock

45,890available Prism news records

Prism top themes

Legal, arbitration & regulatory

289

Earnings & financial performance

186

Price action & investor response

122

Macro demand & rates

Capital allocation & transactions

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

News-volume growth

+12.7%6,072 latest 12m vs 5,387 prior 12m

Machine-classified coverage tone

55.4% positive-17.7 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

stablecoin fx impact 72invesco currency etfs 70currency etfs 69currency basket etfs 62baby reveals 62stock performance 61earnings report 56inverse currency etfs 55

Keyword tag occurrences in available Prism news records.

Coverage: 2010-02-01–2026-07-14 · trend and themes shown through 2026-07

Areas of research · PEGA

Pegasystems

6,147available Prism news records

Prism top themes

Price action & investor response

159

Earnings & financial performance

Leadership & governance

Capital allocation & transactions

Legal, arbitration & regulatory

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

News-volume growth

+58.5%1,097 latest 12m vs 692 prior 12m

Machine-classified coverage tone

91.3% positive+1.3 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

talent management systems 187recruitment management 126automated workflow systems 67task automation platforms 65stock performance 57employee development systems 55process automation software 47job analysis 45

Keyword tag occurrences in available Prism news records.

Coverage: 2010-01-14–2026-06-11 · 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.

FIVN

Five9

487 mentions

Products, pricing and logistics

269

Stock and valuation

Workplace and hiring

Other company context

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 487 records remained after filtering.

CARG

CarGurus

1,970 mentions

Products, pricing and logistics

1,107

Stock and valuation

Workplace and hiring

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 1,970 records remained after filtering.

First Advantage

991 mentions

Products, pricing and logistics

359

Workplace and hiring

301

Stock and valuation

Other company context

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 991 records remained after filtering.

SSTK

Shutterstock

3,221 mentions

Products, pricing and logistics

1,769

Stock and valuation

117

Workplace and hiring

Other company context

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 3,221 records remained after filtering.

PEGA

Pegasystems

121 mentions

Workplace and hiring

Products, pricing and logistics

Stock and valuation

Other company context

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 121 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.

FIVN

Five9

through 2026-04-30

Earnings releases 13Leadership changes 12Business contracts 5M&A 5Company announcements 3

2026-04-30
Earnings releases
Q1 results beat the high end of guidance with total revenue of $305M (+9% YoY) and subscription revenue up 13%.
2026-04-10
Leadership changes
Jay Lee joins Five9 as Chief Marketing and Growth Officer, joining up global marketing with revenue strategy Cloud-based contact centre as a service (CCaaS) software provider Five9, Inc. has announced the appointment of Jay Lee to the new role of Chief Marketing and Growth Officer.
2024-08-29
M&A
"This acquisition expands our market reach, tapping into new markets for sales, proactive service, revenue management, and more."

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

CARG

CarGurus

through 2026-02-20

Earnings releases 26Leadership changes 15M&A 3Business contracts 2Company announcements 2

2026-02-20
Earnings releases
CarGurus, Inc. (CARG) held its fourth-quarter 2025 earnings call on February 19, 2026, outlining a period of strategic transition and investment in artificial intelligence.
2025-07-24
Business contracts
The Edmonton-based dealership group announced it has selected CarGurus as its preferred partner in Canada, a long-term relationship that will give AutoCanada access to CarGurus’ listings marketplace, digital marketing and retail technology and services, and market intelligence powered by proprietary data and predictive insights.
2025-03-04
Leadership changes
CarGurus CFO Elisa Palazzo will step down from her role at the company effective March 7, according to a recently filed regulatory disclosure.

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

First Advantage

through 2026-01-31

Earnings releases 15Company announcements 11M&A 4Leadership changes 2

2026-01-31
Leadership changes
On January 29, 2026, First Advantage Corporation announced that director Bianca Stoica resigned from the company’s Board of Directors and its Compensation Committee, effective immediately.
2025-11-09
Earnings releases
The company has refined its full-year 2025 guidance, projecting revenue between $1.535 billion and $1.570 billion.
2025-11-05
Company announcements
First Advantage Corporation, a leading provider of global software and data in the HR technology industry, announces the publication of its half-year India Employment Screening Trends Report.

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

SSTK

Shutterstock

through 2026-04-28

M&A 16Earnings releases 8Leadership changes 6Regulatory 3Lawsuits 2

2026-04-28
Earnings releases
Commenting on the Company's performance, Paul Hennessy, the Company's Chief Executive Officer, said, 'During the first quarter, we maintained a strong focus on operational discipline and cost management, delivering $43 million in Adjusted EBITDA in the face of ongoing industry headwinds.'
2026-02-19
Regulatory
Shutterstock, a family of brands delivering scalable creative and GenAI solutions, today issued the following statement on the UK Competition and Markets Authority's (CMA) provisional decision: 'We are pleased to see the CMA's progress with respect to the proposed merger between Shutterstock and Getty Images, particularly its provisional finding that the merger is not expected to result in competition issues in the global Stock content market.'
2025-11-03
Lawsuits
Shutterstock — The stock photo provider fell 10% as UK regulators moved to launch a phase 2 investigation into the company's $3.7 billion merger with Getty Images.

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

PEGA

Pegasystems

through 2026-02-10

Earnings releases 29Leadership changes 15Lawsuits 5Company announcements 3Business contracts 2

2026-02-10
Earnings releases
WALTHAM, Mass. — February 10, 2026 — Pegasystems Inc. (NASDAQ: PEGA), the Enterprise Transformation Company™, released its financial results for the fourth quarter and full-year 2025.
2025-07-25
Company announcements
Pegasystems Inc. (NASDAQ: PEGA), the Enterprise Transformation Company™, today announced that Pega Cloud® is now available as a service hosted on Google Cloud in the Kingdom of Saudi Arabia.
2025-07-09
Leadership changes
Pegasystems, which calls itself “The Enterprise Transformation Company,” designated Daniel Kasun as head of its global partner ecosystem.

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

07 · Industry landscape

Computer Processing And Data Preparation Industry in USA

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

Prism market forecast extraction

data preparation tools market

6 sources80.0% extraction confidence

2021 extracted base$6.01B–$8.60B

2027 extracted forecast$8.60B

Implied source CAGR17.0%

increasing significance of effective data managementproduction costsaccessibility of essential raw materials

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

Prism news insights

U.S. Computer Processing And Data Preparation news pulse

253,353available Prism news records

Latest 12m volume+1.0%108793 vs 107707 records

Positive classified tone62.1%+4.9 pp vs prior four quarters

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

26Q3

Available U.S.-primary Prism records matching computer, data, preparation, processing, tool. Metadata counts can overlap; coverage volume and tone are not measures of industry output.

Recurring Prism themes

aviation crash investigations and black box data

19,672

severe weather warnings

6,631

snowstorm and blizzard alerts

6,296

winter weather preparedness

6,153

natural language processing models

5,435

government cybersecurity and data governance

5,255

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

Frequent industry keywords

aircraft wreckage 6,815ice storm preparation 6,522severe weather warning 6,205extreme weather advisory 5,802snowstorm advisory 5,719cold weather readiness 5,063heavy snow warning 5,026rain gauge data 5,009

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

increasing significance of effective data management

6 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

aviation crash investigations and black box data

19,672 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

41,252 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

high cost of implementation

18,203 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

+1.0% news volume

The latest 12 months contain 108,793 matched records versus 107,707 in the previous window.

Available Prism coverage through 2026-05-05

Caution · sentiment

Classified tone is not demand

62.1% positive · +4.9pp

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 7374 (Computer Processing And Data Preparation), selected as the first five names that pass all live publication gates from the latest filing revenue candidate pool ranked 6–13. 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 Computer Processing And Data Preparation 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 31 August 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

Five9 leads the readiness ranking

Its Prism readiness score is 54/100, the highest in this five-company comparison.

Open Five9 in Companies Radar

Scale and margin leadership sit with Pegasystems and Pegasystems

Pegasystems has the largest displayed latest revenue at $1.75B; Pegasystems has the widest displayed latest margin at 22.5%.

Open Pegasystems in Companies Radar

Comparisons

Strongest versus weakest available price path

CarGurus is +13.5% for its five-year window; Shutterstock is -95.1% for its five-year window.

Open CarGurus in Companies Radar Open Shutterstock in Companies Radar

Largest versus smallest displayed revenue base

The latest displayed revenue ranges from $1.75B for Pegasystems to $0.91B for CarGurus. Entity and filing-period labels remain visible on the company cards.

Open Pegasystems in Companies Radar Open CarGurus in Companies Radar

Anomalies

Shutterstock has the widest attention-readiness rank gap

It ranks #1 by measured news attention (76.9%) and #4 by Prism readiness. The gap is a review flag, not evidence that either measure is wrong.

Open Shutterstock in Companies Radar

Five9 shows a price-operating divergence to inspect

Its displayed filing-revenue change is +88.5% while its available monthly-close return is -78.4%. The signs differ, but the two measures cover different windows and do not establish causality.

Open Five9 in Companies Radar

Explanations

Attention measures coverage volume, not quality

Shutterstock's 76.9% 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 Shutterstock 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 Five9's company profile and inspect the underlying management, market-activity, innovation and risk evidence before relying on the 54/100 score.

Open Five9 in Companies Radar

Stress-test the largest divergence before forming a view

Compare Five9's profile with CarGurus's profile, then reconcile the displayed filing and price windows. This is a next-research action, not a buy or sell decision.

Open Five9 in Companies Radar Open CarGurus 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.