Is DemandTools. Ensure your data remains your most valuable asset. or Cluster Analysis cheaper?

Cluster Analysis is the cheaper option — it offers a free plan (free). DemandTools. Ensure your data remains your most valuable asset. starts at paid. Both publish their pricing on the Salesforce AppExchange; AppRanks mirrors what's listed on each refresh cycle.

Which works better for small vs large Salesforce AppExchange admins?

DemandTools. Ensure your data remains your most valuable asset. typically suits early-stage and growth-mode teams based on its published review base (442 reviews). Cluster Analysis typically suits early-stage and growth-mode teams based on its published review base (2 reviews). A larger review base generally means the app has been exercised at scale — relevant if you are processing high volume or handling enterprise compliance requirements.

AppRanks

DemandTools. Ensure vs Cluster Analysis — Salesforce

DemandTools. Ensure your data remains your most valuable asset. vs Cluster Analysis

Side-by-side comparison · 24 data points

DemandTools. Ensure your data remains your most valuable asset.

4.7·442reviews

DemandTools is the enterprise-grade data quality engine tens of thousands of Salesforce admins trust. Deduplicate across any object, standardize and import data at scale, and apply mass updates with governance-level control.

salesforcepaid

Change

1. Listing metadata

Field-level data

	DemandTools. Ensure your data remains your most valuable asset.	Cluster Analysis
Tagline	“DemandTools is the enterprise-grade data quality engine tens of thousands of Salesforce admins trust. Deduplicate across any object, standardize and import data at scale, and apply mass updates with governance-level control.”224 chars	“Cluster Analysis app will group your data from any standard or custom object into clusters, find similar records, and predict field values using machine learning algorithms. It can be used for customer segmentation, classification, data mining, etc”248 chars
Description	914 / 2000 chars46% used	1183 / 2000 chars59% used
Screenshots	—	—
Languages	en	en
Platforms	Salesforce	Salesforce
Developer	Validity, Inc.	Salesforce Labs
Listed	January 8, 2006

At a glance

7 metrics · auto-computed

Feature comparison between DemandTools. Ensure your data remains your most valuable asset. and Cluster Analysis
Metric	DemandTools. Ensure your data remains your most valuable asset.	Cluster Analysis
Rating	★ 4.7 ★	2.5 ★
Total reviews	★ 442	2
Free plan	—	★ Yes
Pricing	paid	free
Listed features	★ 9	3
Languages	1 supported	1 supported
Listed since	Jan 2006	Jul 2020

AppRanks verdict

Generated from live data on this page

The call

Based on the data on this page, DemandTools. Ensure your data remains your most valuable asset. is the stronger choice for most Salesforce AppExchange admins — 4.7★ vs Cluster Analysis's 2.5★ is a meaningful gap that usually reflects real product or support quality differences across the user base.

Pricing

On pricing, Cluster Analysis offers a free tier (free) while DemandTools. Ensure your data remains your most valuable asset. starts at paid. The free option meaningfully reduces evaluation cost, particularly at low usage volumes where the entry-paid tier can outpace the value delivered.

Review base

DemandTools. Ensure your data remains your most valuable asset. has the larger user base (442 reviews vs 2), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Cluster Analysis's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat.

Who should pick what

Recommended by size: small/early-stage admins who need fast install and low risk should default to DemandTools. Ensure your data remains your most valuable asset.; mid-market and enterprise admins with specific feature requirements should evaluate both — Cluster Analysis's 2-review base may include the workflow context that matches your specific use case better than DemandTools. Ensure your data remains your most valuable asset.'s broader-but-shallower coverage.

How this is generated

This verdict is generated from the live marketplace data on this page — rating, review count, pricing tier, and category position all refresh from the canonical Salesforce AppExchange listing every 24 hours. AppRanks does not accept payment to influence comparison outcomes; the methodology is documented on the About page and applies identically to every pair on the site.

Read each app's audit: DemandTools. Ensure your data remains your most valuable asset. audit • Cluster Analysis audit

Last updated	—	—

2. Features

As listed by each developer

DemandTools. Ensure your data remains your most valuable asset.

MANAGE YOUR DATA IN MINUTES, NOT MONTHS! DemandTools customers experience: 80% reduction in time spent on deduping/data quality tasks. 75% reduction in time spent on lead entry and accuracy. 20% reduction in database size
ASSESS YOUR DATA QUALITY Get a view of where data quality problems exist in your org.
MERGE AND PREVENT DUPLICATES Enforce data governance with configurable matching algorithms and customizable filters that catch duplicates before they take hold. Apply rules-based logic to protect critical business records.
DATALOADER Move enterprise data with confidence: insert, update, upsert, delete, and export records at scale. Validate incoming data against up to five objects using custom matching criteria and enforce field-level standardization automatically.
MASS CHANGE RECORDS Apply changes across records in bulk without exporting data. Drive updates with formulas, hard-coded values, or field-to-field copy logic, and run object counts and field aggregates on demand.
EMAIL VERIFICATION Validate email addresses at the point of entry, checking for typos, syntax errors, domain existence, and mailbox activity. Log verification status and date directly on each Lead and Contact for a full, auditable record.
UNDO AND RESTORE Execute data quality processes with confidence, backed by automatically generated restore files and full undo options, including undo merge, so every change stays reversible and every action stays accountable.
NOTIFICATIONS Maintain full visibility into every data quality process, with no surprises. Deliver real-time alerts to Slack, Microsoft Teams, or email whenever a DemandTools scenario runs, keeping every stakeholder informed at enterprise scale.
USAGE TRACKING Preserve a complete audit trail of every data quality scenario run against your org. Review usage history to see who ran each scenario, how many records were found and actioned, whether the action is reversible, and whether

Cluster Analysis

Build cluster models on any standard or custom object. Group your data into any number of clusters using K-Means and K-Medoids ML algorithms. Mixed data types, long text area fields, and SOQL queries are supported.
Find similar records and predict field values for any record based on cluster models and K-Nearest Neighbors ML algorithm
Visualize the data and clustering results on a 2D graph using the dimensionality reduction technique Browse clustering results in a list view, report or populate cluster numbers into the source records

4. Search rankings

Top 5 keywords · shared rankings prioritized

Keyword	DemandTools. Ensure your data remains your most valuable asset.	Cluster Analysis
enables	#1	Not ranked
part of validity	#2	Not ranked
data quality	#3	Not ranked

6. App details

Long-form description · keyword frequency

DemandTools. Ensure your data remains your most valuable asset.

Manage your data in minutes, not months. Deduplication, standardization, imports, ownership management, and mass data manipulation all take time when done manually. DemandTools handles it at enterprise scale, with repeatable, automated processes that replace manual cleanup with governed workflows. Get AI-ready data you can trust. Data enters Salesforce from multiple sources, in multiple formats, and often duplicates existing records. DemandTools enforces data integrity at the point of entry, automatically standardizing and cleansing records as they arrive, so reporting reflects one governed source of truth. Market, sell, and support more effectively. Poor data quality adds friction across the customer journey, suppresses conversion rates, inflates operating costs, and puts brand reputation at risk. DemandTools gives enterprise teams the data hygiene foundation to protect revenue operations at scale.

Top keywords

data7×5.60%
demandtools3×2.40%
enterprise2×1.60%
governed2×1.60%
multiple2×1.60%
records2×1.60%
scale2×1.60%

Cluster Analysis

New in v2.0: Predictions and find similarities are available Cluster analysis is a task of grouping similar objects into a number of groups called clusters. It is widely used in market research, medicine, biology, finance, computer science, and more. Cluster Analysis app will help you to classify your data from any standard or custom object, analyze groups and similarities, and recognize patterns. It uses unsupervised machine learning algorithms, such as K-Means and K-Medoids, to group the records into clusters. These algorithms don't require any training datasets. With the Cluster Analysis app you can find similar records and predict field values based on configured cluster models. Predictions and similar records and calculated using K-Nearest Neighbors ML algorithm and clustering results. Cluster Analysis app will also build an interactive visual map of your data using t-SNE dimensionality reduction technique. The results are stored in a managed custom object so you can easily build a report or export them to a csv file. Optionally cluster numbers can be populated into a source record's custom field. GitHub: https://github.com/SalesforceLabs/ClusterAnalysis

Top keywords

cluster6×3.35%
analysis4×2.23%
cluster analysis4×2.23%
custom3×1.68%
records3×1.68%
similar3×1.68%
algorithms2×1.12%
build2×1.12%
clusters

DemandTools. Ensure your data remains your most valuable asset. vs Cluster Analysis

DemandTools. Ensure your data remains your most valuable asset.

1. Listing metadata

Cluster Analysis

At a glance

AppRanks verdict

2. Features

3. Categories & rankings

4. Search rankings

5. Activity in the last 90 days

DemandTools. Ensure your data remains your most valuable asset. · 6 changes

Cluster Analysis · 0 changes

6. App details

Frequently asked

Is DemandTools. Ensure your data remains your most valuable asset. or Cluster Analysis cheaper?

Which has better reviews, DemandTools. Ensure your data remains your most valuable asset. or Cluster Analysis?

Should I choose DemandTools. Ensure your data remains your most valuable asset. or Cluster Analysis?

Which is faster to set up, DemandTools. Ensure your data remains your most valuable asset. or Cluster Analysis?

Which works better for small vs large Salesforce AppExchange admins?

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