UserCue
Private EquityHealthcare & Life SciencesInsightsContact
Schedule briefing
UserCue
Private EquityHealthcare & Life SciencesInsightsContact
Schedule briefing
Newsletter

Stay up to date with UserCue

Case studies, product updates, and findings from research we ran.

By subscribing, you agree to receive UserCue research notes and product updates. Unsubscribe anytime.

UserCue

AI-powered primary research.
Enterprise-grade studies in 7 to 10 days.

Research for
Private EquityHealthcare & Life Sciences
Insights
Case studies
Company
ContactPrivacy
© 2026 UserCue. All rights reserved.
Home/Insights/Case Studies/Private Equity/Vertical SaaS/Prosecutor Case Management Platform
Voice of Customer · PE / Vertical SaaS

Prosecutor Case Management Platform

Private EquityVertical SaaSGovTechPublic-Sector Legal
Research Report · PDF · 105 Pages
USERCUE
Research Report
01
PE · Vertical SaaS · Research
Prosecutor Case Management Platform
Voice of Customer · PE / Vertical SaaS
N=48
Sample
VOC
Type
20 states
Geography
21 days
Timeline
Research objectives
  1. Vertical SaaS.
  2. GovTech.
  3. Public-Sector Legal.
  4. Voice of Customer.
Prepared for
Vertical SaaS
Prepared by
UserCue Research
Date
Dec 2025
UserCue · ConfidentialPage 01
USERCUE
Table of Contents
02
Contents
§ I · Foundation
Executive Summary03
Research Objectives04
Methodology & Sample06
Segment Design08
§ II · Quantitative Findings
Primary Indices by Segment11
Demand Share & Switching14
Driver Strength Analysis18
Heat Map · Cohort × Measure20
§ III · Qualitative Findings
Theme Frequency22
Sentiment & Codebook24
§ IV · Recommendations
Commercial Motion25
Risk Register26
§ V · Appendices
A · Full Crosstabs27
B · Interview Guide28
UserCue · ConfidentialPage 02
USERCUE
Executive Summary
03
Executive Summary · § I
A 56 NPS portfolio company holds the lead, with three vulnerabilities and an open AI window.
  • A PE sponsor was assessing a portfolio company building case management software for felony prosecutors.
  • The platform held a clear satisfaction lead over commercial competitors and in-house systems, but the deal team needed reads on the durability of that lead, the consolidation and AI threat, and adjacent-segment expansion.
  • We ran a mixed-method study with 48 decision-makers and power users across 20 states.
Topline
N=48
Sample
VOC
Type
20 states
Geography
21 days
Timeline
UserCue · ConfidentialPage 03
USERCUE
Methodology & Sample
04
Methodology · § I
N=48. 21 days turnaround. Mixed-method rigor.
Sample
N=48
Vertical SaaS cohort
Type
Private Equity
Quant + AI-mod IDI
Geo
NA 100%
US-based participants
Timeline
21 days
End-to-end
Interview guide topics
  1. Trigger event and the alternatives evaluated
  2. Selection criteria and weighted decision drivers
  3. Workflow fit and integration friction
  4. Willingness-to-pay and pricing band
  5. Switching dynamics and churn signals
  6. Competitive positioning and category leadership
Recruit criteria
  • Active decision-makers · authority over selection
  • 8+ years in role or category
  • Mix of current users, churned accounts, and evaluators
  • Balanced across firm size and geography
Analysis: indices composited from Likert intent, behavioral measures, and ranked drivers · z-scored within segment · indexed to segment peak = 100.
UserCue · ConfidentialPage 04
USERCUE
Quantitative Analysis
05
Quantitative Analysis · § II
Indexed performance, demand share, and driver strength.
Primary Index by Segment
Segment A100
Segment B78
Segment C62
Projected 12mo Demand Share
Segment A42%
Segment B34%
Segment C24%
A > C · p<.01B > C · p<.05n=48
UserCue · ConfidentialPage 05
USERCUE
Qualitative Analysis
06
Qualitative Analysis · § III
Voice of decision-maker — workflow fit dominates.
Theme frequency
Workflow fit41
Pricing & ROI33
Competitive friction27
Switching cost22
Product gaps14
Sentiment analysis
Pos 62%
Neu 28%
Neg 10%
Codebook note — 11 parent themes, 34 sub-themes, IRR κ=.81 across human reviewers.
UserCue · ConfidentialPage 06
USERCUE
Conclusions & Implications
07
Conclusions & Implications · § IV
Three moves from the research.
RECOMMENDATION 01
Anchor the commercial motion to the highest-conviction segment.
Reallocate territory and headcount to match the segment that scored on every adoption metric — not the one named in the original plan.
RECOMMENDATION 02
Reprice the offering against the willingness-to-pay band.
The data names a tighter pricing band than the current sticker. Move list price into the band and use packaging — not discounting — to absorb pressure at the top.
RECOMMENDATION 03
Close the workflow gaps that drove churn in discontinued accounts.
Three friction points appear in every churn interview. Two are product gaps; one is integration-shaped. Sequence those into the next two release cycles.
Success criteria · 12 mo
  • Lead segment ≥60% of Y1 units
  • Net new expansion ≥2.0×
  • Win-rate vs named alternative ≥65%
  • Territory coverage ≥85%
Risk register
Incumbent vendor responseHIGH
Reimbursement / pricing shiftMED
Workflow change resistanceLOW
Channel partner conflictMED
UserCue · ConfidentialPage 07
Sample
N=48
Prosecutors, public defenders, courts, and law enforcement across 20 US states
Type
VOC
Customer value assessment with competitive and adjacent-market reads
Geography
20 states
California, Texas, Illinois, and 17 others
Timeline
21 days
Kickoff to final report delivery
Study Overview

A 56 NPS portfolio company holds the lead, with three vulnerabilities and an open AI window.

A PE sponsor was assessing a portfolio company building case management software for felony prosecutors. The platform held a clear satisfaction lead over commercial competitors and in-house systems, but the deal team needed reads on the durability of that lead, the consolidation and AI threat, and adjacent-segment expansion. We ran a mixed-method study with 48 decision-makers and power users across 20 states.

Also delivered as
USERCUE
Slide 04 / 22
HEADLINE FINDING
EM leads adoption on every metric.
100
EM index
78
EP index
62
Cardio idx
ConfidentialUserCue
PPTX · Investment Deck
Investment Committee Deck
Board-ready findings deck with NPS, vulnerability map, and adjacent-segment expansion read
MEMORANDUM
TO: VP Commercial   RE: Launch Architecture
Dual-track launch replaces cardiology-first plan
EM outperformed on every adoption metric. EP followed. Cardiology cycled slower due to legacy-vendor inertia.
  • Reallocate 60% to EM + EP
  • 2.1× net new expansion
  • Y1 targets anchored to expansion
UserCue · 6 pages · DOCX
DOCX · Final Report
Final Report and Analysis
Full 105-page report with demographics, 12 sections, and quote bank
X
Crosstab.xlsx
File Home Insert Data View
A
B
C
D
E
1
Segment
Intent
Vol
Switch
Idx
2
EM
92
89
96
100
3
EP
74
71
82
78
4
Cardio
58
55
62
62
Adoption
Volume
+
XLSX · Crosstabs
Crosstab Workbook
NPS, satisfaction, switching-barrier, and pricing crosstabs by segment
findings.usercue.com/study
USERCUE
FINDINGSDATAQUOTES
INTERACTIVE FINDINGS
Browse the full findings hub.
100
Index
2.1×
Expansion
60/40
Split
WEB · Findings Hub
Interactive Findings Hub
Browseable findings hub with filtered cuts, quote search, and exportable charts
On this page
  • Hero Finding
  • Study Design
  • Key Findings
  • Crosstab
  • Voice of Customer
  • Counter-intuitive
  • Implications
Sections
Hero Finding

The platform earns 100% top-2 satisfaction and a 56 NPS, while three internal vulnerabilities and one external window define the value-creation agenda.

The platform leads every comparison set on satisfaction and NPS, but its own promoters and passives name the same three weaknesses, system performance under heavy workloads, native analytics depth, and mobile platform limits. Meanwhile, AI and workflow automation has emerged as the next selection criterion industry-wide, with 65% of buyers rating an AI roadmap as important and 17% flagging AI gaps as their single most important unmet need.

Platform satisfaction (top-2 box)100Other commercial software satisfaction68In-house system satisfaction50Paper-based or manual satisfaction50Top-2 box satisfaction by primary case management approach · n=48 · platform vs. commercial, in-house, and paper-based comparatorsPlatform satisfaction (top-2 box)100Other commercial software satisfaction68In-house system satisfaction50Paper-based or manual satisfaction50Top-2 box satisfaction by primary case management approach · n=48 · platform vs. commercial, in-house, and paper-based comparators
56
Platform NPS · ahead of every commercial competitor with n>1
100%
Top-2 box satisfaction among current platform users
65%
Buyers rating vendor AI roadmap as important in selection
80%
Offices using current approach for 3+ years
Study Design

N=48 decision-makers and power users · 12-section guide · prosecutor core plus three adjacent segments.

The sample was structured around the core felony prosecutor buyer, with deliberate adjacent-segment representation in public defenders, courts, and law enforcement to test market expansion thesis. 75% of respondents held significant purchasing influence, with 27% serving as primary decision-makers and 48% on decision-making committees.

Sample segmentation

Prosecutor's offices (county, state, municipal, tribal)52%
Law enforcement agencies15%
State or municipal court systems15%
Public defender offices (county and state)19%
Prosecutors · 25
Law Enforcement · 7
Courts · 7
Defenders · 9

Interview guide · core topics

  • Current case management landscape, system usage, and office workflow support
  • Technology ecosystem, integration compatibility, and primary system integrations
  • Decision-making process, vendor selection rationale, and switching barriers
  • NPS scoring, platform strengths and weaknesses, and competitor strengths and weaknesses
  • Awareness, perception, and pricing-model preferences for the platform
  • Pricing, value perception, contract structure, ROI assessment, and price-increase thresholds
  • Future needs, AI roadmap importance, and unmet needs in case management
  • Adjacent-segment expansion: public defenders, courts, and law enforcement

Recruit criteria

  • Legal, judicial, or law enforcement professionals at prosecutor, defender, court, or police organizations
  • Significant involvement in technology purchasing or extensive hands-on experience with case management software
  • Active users of commercial case management platforms, in-house systems, paper-based approaches, or evaluating alternatives
  • 20-state national distribution with concentration in California, Texas, Illinois, Arizona, Georgia, New York, and Virginia
Key Findings

What the customer-value assessment surfaced.

Six signals shaped the sponsor's view of the moat, the vulnerability set, and the adjacent-segment expansion case.

56
Platform NPS · category lead
100%
Top-2 box satisfaction (current users)
44%
Promoters citing performance under load as weakest aspect
65%
Buyers rating AI roadmap as important
50%
Public defenders open to a purpose-built platform
80%
Offices using current approach 3+ years
01

Satisfaction lead is wide, durable, and tied to purpose-built workflow fit.

Current platform users post 100% top-2 box satisfaction and a 56 NPS, well ahead of other commercial software users (68% satisfaction), in-house system users (50%), and paper-based holdouts (50%). The lead is anchored in purpose-built workflows, vendor responsiveness, and an integration footprint that competitors achieve only in some implementations.

02

Three vulnerabilities are named by the platform's own promoters and passives.

44% of promoters cite system performance degradation under heavy workloads as the platform's weakest aspect, with 33% pointing to inadequate native analytics and 33% to mobile platform limits. 71% of passives identify integration and interoperability gaps as the primary weakness. These are the value-creation priorities most likely to convert passives to promoters and to insulate promoters from future competitive pressure.

03

Switching barriers are high enough to entrench the installed base, even where systems have known gaps.

50% of all users cite staff training burden as a switching barrier, 48% cite financial constraints, 33% data migration risk, and 33% integration dependencies. 80% of offices have used their current approach for 3+ years and only 8% conduct annual vendor reviews, meaning dissatisfaction alone will not trigger transitions without an external catalyst.

04

Selection is decided on integration, peer validation, features, and purpose-built workflow.

63% of offices run formal RFPs. The top selection drivers are integration capabilities (43%, the single highest factor), peer validation (35%), comprehensive features (35%), purpose-built workflows (35%), and cost optimization (30%). 69% cite a proven track record with similar offices as the most important selection factor, mapping directly to the platform's installed base advantage.

05

AI and workflow automation is the next selection criterion, and the window is open.

65% of offices rate a vendor's AI and automation roadmap as very or extremely important in selection. 40% want AI-powered case summaries and document analysis; 27% want automated workflow routing and task management; 42% of platform users specifically request intelligent workflow automation. 17% independently flag AI and automation gaps as their single most important unmet need.

06

Public defender offices validate the adjacent-segment expansion thesis, with a different feature stack.

At least 50% of public defender offices express openness to a purpose-built platform when offered at a reasonable cost, and 55% handle 5,001+ cases annually. Their priorities differ from the prosecutor core: 56% cite justice-system integration as the top unmet need, 44% AI-powered automation, 44% advanced evidence management, and 33% mobile and field access for jail visits.

“The lack of robust native analytics and customizable dashboards forces us to export data nightly to external BI tools or spreadsheets for grant reporting and performance metrics, and somewhat rigid configuration options make certain specialty docket workflows feel like workarounds rather than first-class features.”— Prosecutor's Office, Power User, Current Platform User
Crosstab · Satisfaction by Approach

Top-2 box satisfaction by primary case management approach.

Current platform users sit alone at 100% top-2 box satisfaction, with the gap to the next-best approach measured in tens of points. Highlighted row = the comparator that most closely approaches platform performance.

nTop-2 BoxPromotersPassivesDetractors
Current platform users16100%56%44%0%
Other commercial software users1268%17%33%50%
In-house or custom system users650%0%33%67%
Paper-based or manual users1050%———
Platform NPS = 56, ahead of every commercial competitor with n>1n=44 primary case management users · 4 segmentsOther commercial software is the closest comparator, still 32 points behind on satisfaction
Voice of Customer

What prosecutors, defenders, courts, and police actually said.

Verbatim excerpts from the full interview sample, selected for range across segment, role, and platform relationship.

Prosecutor's Office · Selection Rationale
“We ultimately chose the platform because it came down to price. It was the most affordable of the case management systems we reviewed that offered the most features. It just happened to be where price and functionality met.”
— Prosecutor's Office, Regular User, Current Platform User
Prosecutor's Office · State-Level Standardization
“Our prior system in the state was failing. The platform was the most economical, and I knew a couple other counties that had switched. It turned out to be the right choice because the entire state has now converted.”
— Prosecutor's Office, Power User, Current Platform User
Public Defender · Defense Stack
“In a public defense-focused case management system, the most important features are comprehensive client and case tracking, covering intake charges, prior history, and court dates. Client communication tools such as secure messaging, portals, and mobile access for meetings with clients and witnesses are necessary.”
— Public Defender, Power User, Current Platform User
Prosecutor's Office · AI and Workflow
“AI workflows automatically routing tasks, creating reminders, generating documents and checklists based on the status of the case. It would be wonderful and save a significant amount of time, preventing missteps, mistakes, and oversights if I could hit a button that said prepare this case for trial.”
— Prosecutor's Office, Power User, Current Platform User
Court System · Integration Hub
“The most valuable improvement for information exchange is the implementation of standardized event-driven real-time API frameworks shared by all justice partners. This would replace the current model of bad file transfers, batch file transfers, manual uploads to portals, or paper email.”
— Court System, Power User, Other Commercial Software User
Law Enforcement · Switching Cost
“Training the entire department on a new system also costs time and money, pulling officers off the street for training, which often generates overtime amid budget deficits. And then there's the cost aspect; evaluating what the cost of a new system would be compared to what we're currently paying is a factor.”
— Law Enforcement, Power User, Other Commercial Software User
Counter-intuitive

The platform's most loyal users are also its most specific critics.

The customer-value assessment confirmed the headline thesis: a category-leading NPS, 100% top-2 box satisfaction, and a switching-barrier moat that protects the installed base from any near-term competitor incursion. The counter-intuitive finding is that the platform's own promoters articulate the vulnerability map with the most precision. They name performance under load, native analytics, and mobile access as the weakest aspects, and they describe AI and workflow automation as the next thing they want from the platform. The same population that drives the satisfaction lead is also the early-warning system for where commercial competitors will compete next.

Strategic Implications

Three priorities from the assessment.

The research grounded the sponsor's value-creation roadmap for the next 12 to 24 months, focused on durability of the satisfaction lead and the realism of adjacent-segment expansion.

01

Fix the three named vulnerabilities before competitors close on them.

Performance under heavy workloads, native analytics depth, and mobile platform capability are the three weaknesses cited by the platform's own promoters and passives. Each is a finite engineering investment that converts passives to promoters and removes the most credible reasons a satisfied customer would entertain a competitor.

02

Lead the AI and workflow automation roadmap before it becomes table stakes.

65% of buyers now rate vendor AI roadmap as important in selection, with specific demand for AI-powered case summaries, document analysis, and automated workflow routing. The platform has the installed base, the vertical workflow data, and the customer trust to ship credible AI capability faster than horizontal competitors. The window is open and finite.

03

Run a focused expansion play into public defender offices with a defense-tuned product.

50% of public defender offices express openness to a purpose-built platform at reasonable cost, and 55% handle 5,001+ cases annually. Their feature priorities (justice-system integration, AI automation, evidence management, mobile field access) differ enough from the prosecutor core that a defense edition or a defense-tuned configuration is a credible second product line, not a port.

Success criteria · 12 months

  • Platform NPS maintained at +50 or above across the installed base
  • Promoter-cited performance and analytics weaknesses reduced to under 20% citation within 18 months
  • AI and automation module shipped and adopted by 25% or more of installed base within 12 months
  • Public defender pilot signed and reference-able within 12 months

Risk register

Performance degradation under heavy workloads (44% of promoters)HIGH
Competitor AI roadmap closing the gap before platform shipsHIGH
Native analytics gap driving external BI and spreadsheet workaroundsMED
Mobile platform limits in field-heavy adjacent segmentsMED
Switching-barrier inertia eroding if external catalyst emergesLOW
View more case studies