Radar›Companies›Computer Processing And Data Preparation Stocks in USA: Revenue Cohort 3
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 3

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 leaderGoodRx · 49
Strongest available pathCarGurus · +13.5%
Widest latest marginCarGurus · 17.2%
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 #1GDRX · Nasdaq

GoodRx

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

Founded 2011Santa Monica, California$1.19B market cap
View full Companies Radar profile
49Cautious
Snapshot price$3.49as of page date
Monthly-close return-91.5%five-year window
FY2025 revenue$0.80BGoodRx Holdings, Inc.
Net margin3.8%FY2025
P/E snapshot58.2xone ratio, not a verdict
Prism attention8.0%share across these five
Filing track recordRevenue, USD billions
+6.9%
$0$0.3B$0.5B$0.8BFY2021: $0.745BFY2022: $0.767BFY2023: $0.750BFY2024: $0.792BFY2025: $0.797B20212022202320242025
FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 1.7%
52-week position43% through range
$1.77$5.81
News mentions7.6K
Community mentions0partial coverage
U.S.-scope patents17
Prism Insights

What sits behind the readiness signal

Observed risk 0/100higher means more observed risk
Earnings signal53/100
Management stability90/100
Market position15/100
Capital-event signal55/100
Innovation pulse24/100
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 4 M&A involvements, 0 asset-acquisition events and 2 contract events.

Innovation activity

Prism records 3 lifetime product-launch events, 3 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 #2NRDS · Nasdaq

NerdWallet

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

Founded 2009Wilmington$631.6M market cap
View full Companies Radar profile
46Cautious
Snapshot price$9.88as of page date
Monthly-close return-45.4%five-year window
FY2025 revenue$0.84BNERDWALLET, INC.
Net margin5.8%FY2025
P/E snapshot11.0xone ratio, not a verdict
Prism attention36.3%share across these five
Filing track recordRevenue, USD billions
+120.4%
$0$0.3B$0.6B$0.8BFY2021: $0.380BFY2022: $0.539BFY2023: $0.599BFY2024: $0.688BFY2025: $0.837B20212022202320242025
FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 21.8%
52-week position29% through range
$7.33$16.24
News mentions34.5K
Community mentions31.3Kpartial coverage
U.S.-scope patents0
Prism Insights

What sits behind the readiness signal

Observed risk 0/100higher means more observed risk
Earnings signal64/100
Management stability90/100
Market position12/100
Capital-event signal47/100
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 9 M&A involvements, 0 asset-acquisition events and 0 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 #3CARG · 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 attention3.2%share across these five
Filing track recordRevenue, USD billions
-4.7%
$0$0.6B$1.1B$1.7BFY2021: $0.951BFY2022: $1.655BFY2023: $0.914BFY2024: $0.894BFY2025: $0.907B20212022202320242025
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 Insights

What 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 #4LZ · Nasdaq

LegalZoom

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

Founded 2001Wilmington$1.07B market cap
View full Companies Radar profile
43Cautious
Snapshot price$6.23as of page date
Monthly-close return-76.4%five-year window
FY2025 revenue$0.76BLEGALZOOM.COM, INC.
Net margin2.0%FY2025
P/E snapshot69.2xone ratio, not a verdict
Prism attention4.3%share across these five
Filing track recordRevenue, USD billions
+31.5%
$0$0.3B$0.5B$0.8BFY2021: $0.575BFY2022: $0.620BFY2023: $0.661BFY2024: $0.682BFY2025: $0.756B20212022202320242025
FY2021–FY2025 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 7.1%
52-week position14% through range
$5.22$12.40
News mentions4.1K
Community mentions5.9Kpartial coverage
U.S.-scope patents6
Prism Insights

What sits behind the readiness signal

Observed risk 0/100higher means more observed risk
Earnings signal62/100
Management stability90/100
Market position7/100
Capital-event signal39/100
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 3 M&A involvements, 0 asset-acquisition events and 0 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 #5SSTK · 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 attention48.2%share across these five
Filing track recordRevenue, USD billions
+28.0%
$0$0.3B$0.7B$1.0BFY2021: $0.773BFY2022: $0.828BFY2023: $0.875BFY2024: $0.935BFY2025: $0.990B20212022202320242025
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 Insights

What 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.

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%
NerdWallet
-45.4%
LegalZoom
-76.4%
GoodRx
-91.5%
Shutterstock
-95.1%

Latest revenue

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

Shutterstock
$0.99B
CarGurus
$0.91B
NerdWallet
$0.84B
GoodRx
$0.80B
LegalZoom
$0.76B

Latest profit margin

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

CarGurus
17.2%
NerdWallet
5.8%
Shutterstock
4.6%
GoodRx
3.8%
LegalZoom
2.0%

Prism news attention

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

Shutterstock
48.2%
NerdWallet
36.3%
GoodRx
8.0%
LegalZoom
4.3%
CarGurus
3.2%
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 48.2% 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

CarGurus has the widest latest margin

Its FY2025 net margin is 17.2%. 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

NerdWallet shows why one ratio is not a verdict

It has the basket's lowest snapshot P/E at 11.0x while its five-year window price return is -45.4%. 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 · GDRX

GoodRx

7,630available Prism news records

Prism top themes

Price action & investor response
78
Earnings & financial performance
61
Legal, arbitration & regulatory
33
Leadership & governance
21
Capital allocation & transactions
13

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

News-volume growth

-16.9%766 latest 12m vs 922 prior 12m
2024-01: 79 mentions2024-02: 100 mentions2024-03: 47 mentions2024-04: 67 mentions2024-05: 137 mentions2024-06: 88 mentions2024-07: 56 mentions2024-08: 77 mentions2024-09: 57 mentions2024-10: 74 mentions2024-11: 65 mentions2024-12: 59 mentions2025-01: 139 mentions2025-02: 135 mentions2025-03: 73 mentions2025-04: 72 mentions2025-05: 65 mentions2025-06: 50 mentions2025-07: 66 mentions2025-08: 66 mentions2025-09: 74 mentions2025-10: 84 mentions2025-11: 68 mentions2025-12: 49 mentions2026-01: 60 mentions2026-02: 72 mentions2026-03: 57 mentions2026-04: 58 mentions2026-05: 99 mentions2026-06: 13 mentions2024-012026-06

Machine-classified coverage tone

81.1% positive+3.3 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

stock performance 28micronutrient deficiency 20class action securities litigation 19vitamin lack solutions 18vitamin insufficiency remedies 17prescription benefits 16nutrient deficiency 15essential vitamins 15

Keyword tag occurrences in available Prism news records.

Coverage: 2010-01-01–2026-06-13 · trend and themes shown through 2026-06
Areas of research · NRDS

NerdWallet

34,523available Prism news records

Prism top themes

Macro demand & rates
496

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

News-volume growth

-30.4%4,083 latest 12m vs 5,863 prior 12m
2024-02: 396 mentions2024-03: 333 mentions2024-04: 364 mentions2024-05: 452 mentions2024-06: 426 mentions2024-07: 412 mentions2024-08: 357 mentions2024-09: 381 mentions2024-10: 465 mentions2024-11: 416 mentions2024-12: 422 mentions2025-01: 347 mentions2025-02: 503 mentions2025-03: 701 mentions2025-04: 695 mentions2025-05: 476 mentions2025-06: 329 mentions2025-07: 771 mentions2025-08: 804 mentions2025-09: 650 mentions2025-10: 587 mentions2025-11: 407 mentions2025-12: 379 mentions2026-01: 159 mentions2026-02: 228 mentions2026-03: 185 mentions2026-04: 345 mentions2026-05: 295 mentions2026-06: 43 mentions2026-07: 1 mentions2024-022026-07

Machine-classified coverage tone

62.6% positive-3.0 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

student loan forgiveness 462student loan deferment 453teacher loan forgiveness 391graduated repayment 355stem teacher loan relief 343monetary easing 291monetary stance shift 288central bank cut 287

Keyword tag occurrences in available Prism news records.

Coverage: 2010-11-24–2026-07-06 · trend and themes shown through 2026-07
Areas of research · CARG

CarGurus

3,056available Prism news records

Prism top themes

Price action & investor response
76
Earnings & financial performance
66
Leadership & governance
25
Capital allocation & transactions
24

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
2024-01: 22 mentions2024-02: 28 mentions2024-03: 29 mentions2024-04: 20 mentions2024-05: 25 mentions2024-06: 31 mentions2024-07: 37 mentions2024-08: 23 mentions2024-09: 286 mentions2024-10: 89 mentions2024-11: 26 mentions2024-12: 34 mentions2025-01: 27 mentions2025-02: 82 mentions2025-03: 143 mentions2025-04: 38 mentions2025-05: 38 mentions2025-06: 24 mentions2025-07: 44 mentions2025-08: 74 mentions2025-09: 42 mentions2025-10: 19 mentions2025-11: 42 mentions2025-12: 43 mentions2026-01: 27 mentions2026-02: 64 mentions2026-03: 42 mentions2026-04: 206 mentions2026-05: 46 mentions2026-06: 7 mentions2024-012026-06

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 · LZ

LegalZoom

4,116available Prism news records

Prism top themes

Legal, arbitration & regulatory
121
Price action & investor response
58
Capital allocation & transactions
56
Earnings & financial performance
45
Leadership & governance
22

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

News-volume growth

-2.8%666 latest 12m vs 685 prior 12m
2024-01: 21 mentions2024-02: 31 mentions2024-03: 12 mentions2024-04: 7 mentions2024-05: 52 mentions2024-06: 43 mentions2024-07: 79 mentions2024-08: 92 mentions2024-09: 85 mentions2024-10: 92 mentions2024-11: 67 mentions2024-12: 25 mentions2025-01: 42 mentions2025-02: 47 mentions2025-03: 29 mentions2025-04: 29 mentions2025-05: 47 mentions2025-06: 51 mentions2025-07: 34 mentions2025-08: 42 mentions2025-09: 51 mentions2025-10: 41 mentions2025-11: 32 mentions2025-12: 30 mentions2026-01: 44 mentions2026-02: 140 mentions2026-03: 175 mentions2026-04: 41 mentions2026-05: 34 mentions2026-06: 2 mentions2024-012026-06

Machine-classified coverage tone

84.6% positive-0.7 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

llc formation 121llc operating agreement 106llc registration fees 94state llc filing 86manager-managed llc 58member-managed llc 55limited liability company setup 51llc operating agreements 43

Keyword tag occurrences in available Prism news records.

Coverage: 2010-01-17–2026-06-19 · 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
96
Capital allocation & transactions
76

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
2024-02: 552 mentions2024-03: 354 mentions2024-04: 398 mentions2024-05: 334 mentions2024-06: 321 mentions2024-07: 322 mentions2024-08: 509 mentions2024-09: 469 mentions2024-10: 395 mentions2024-11: 429 mentions2024-12: 422 mentions2025-01: 750 mentions2025-02: 516 mentions2025-03: 577 mentions2025-04: 411 mentions2025-05: 265 mentions2025-06: 358 mentions2025-07: 286 mentions2025-08: 467 mentions2025-09: 642 mentions2025-10: 356 mentions2025-11: 513 mentions2025-12: 364 mentions2026-01: 403 mentions2026-02: 588 mentions2026-03: 586 mentions2026-04: 1,650 mentions2026-05: 457 mentions2026-06: 41 mentions2026-07: 5 mentions2024-022026-07

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 69baby reveals 62currency basket etfs 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
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.

NRDS

NerdWallet

31,318 mentions
Products, pricing and logistics
9,256
Stock and valuation
87
Workplace and hiring
53
Other company context
2

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 31,318 records remained after filtering.

CARG

CarGurus

1,970 mentions
Products, pricing and logistics
1,107
Stock and valuation
53
Workplace and hiring
38

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

LZ

LegalZoom

5,924 mentions
Products, pricing and logistics
4,277
Stock and valuation
36
Workplace and hiring
36
Other company context
2

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 5,924 records remained after filtering.

SSTK

Shutterstock

3,221 mentions
Products, pricing and logistics
1,769
Stock and valuation
117
Workplace and hiring
45
Other company context
5

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

GDRX

GoodRx

through 2026-02-25
Earnings releases 31Leadership changes 24Lawsuits 18Business contracts 2
  1. Earnings releases

    Revenue of $796.9 million Net income of $30.4 million ;

  2. Leadership changes

    On October 31, 2025, GoodRx Holdings announced that Trevor Bezdek, Co-Chairman of the Board, will end his employment and executive officer role with the company upon his contract expiration on November 1, 2025.

  3. Business contracts

    GoodRx Holdings (GDRX) announced a deal with Novo Nordisk (NVO) to sell the Danish pharma giant’s GLP‑1 drugs, Ozempic for diabetes and Wegovy for weight loss, at $499 per month.

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

NRDS

NerdWallet

through 2026-02-25
Earnings releases 23Leadership changes 2
  1. Earnings releases

    Revenue of $225.4 million for Q4’25 and $0.19 income per diluted share for Q4’25

  2. Leadership changes

    On May 19, 2025, NerdWallet, Inc. appointed Kenneth T. McBride as Lead Independent Director, effective May 22, 2025.

  3. Earnings releases

    Revenue of $836.6 million for full year 2025 and $0.64 income per diluted share for full year 2025

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
  1. 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.

  2. 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.

  3. 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.

LZ

LegalZoom

through 2025-05-07
Earnings releases 10Leadership changes 10M&A 2Listing / IPO 1
  1. Earnings releases

    For the quarter ended March 2025, LegalZoom (LZ) reported revenue of $183.11 million, up 5.1% over the same period last year. EPS came in at $0.13, compared to $0.09 in the year-ago quarter.

  2. M&A

    The acquisition of Formation Nation is seen as a strategic move that could potentially benefit LegalZoom by expanding its customer base and opening up new monetization opportunities.

  3. Leadership changes

    LegalZoom has announced the appointment of Nathan Gooden to its Board of Directors, enhancing its leadership with his extensive financial expertise from roles at Squarespace, Amazon Alexa, and more.

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
  1. 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.'

  2. 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.'

  3. 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.

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
2024-01: 8,508 mentions2024-02: 7,072 mentions2024-03: 7,350 mentions2024-04: 6,845 mentions2024-05: 7,078 mentions2024-06: 7,092 mentions2024-07: 7,425 mentions2024-08: 6,856 mentions2024-09: 7,280 mentions2024-10: 8,332 mentions2024-11: 7,823 mentions2024-12: 6,773 mentions2025-01: 11,978 mentions2025-02: 13,286 mentions2025-03: 11,203 mentions2025-04: 11,660 mentions2025-05: 7,999 mentions2025-06: 6,350 mentions2025-07: 10,353 mentions2025-08: 18,903 mentions2025-09: 9,325 mentions2025-10: 7,180 mentions2025-11: 7,348 mentions2025-12: 7,002 mentions2026-01: 5,865 mentions2026-02: 11,003 mentions2026-03: 11,476 mentions2026-04: 12,796 mentions2026-05: 1,192 mentions2024-012026-05
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 11–18. 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
Comparisons
Anomalies

Shutterstock has the widest attention-readiness rank gap

It ranks #1 by measured news attention (48.2%) and #5 by Prism readiness. The gap is a review flag, not evidence that either measure is wrong.

Open Shutterstock in Companies Radar

NerdWallet shows a price-operating divergence to inspect

Its displayed filing-revenue change is +120.4% while its available monthly-close return is -45.4%. The signs differ, but the two measures cover different windows and do not establish causality.

Open NerdWallet in Companies Radar
Explanations

Attention measures coverage volume, not quality

Shutterstock's 48.2% 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 GoodRx's company profile and inspect the underlying management, market-activity, innovation and risk evidence before relying on the 49/100 score.

Open GoodRx 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.
Coming soon