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Cybersecurity · head to head

Baffle vs CitizenLab

Baffle logo

Baffle

Cybersecurity

Transparent proxy that encrypts, tokenises and masks database fields without application code changes

From
On request
Free plan
No
Full reviewWebsite
CitizenLab logo

CitizenLab

Government

Digital Democracy Platform

From
$500/month
Free plan
No
Full reviewWebsite

The short version

  • Each has a real cost: Baffle the proxy sits in the production data path, so it becomes a latency contributor and a failure domain, and any deployment needs load and failover testing that customers routinely underestimate.; CitizenLab citizenLab has rebranded to Go Vocal and the product now sells under govocal.com
  • They diverge on capability: Baffle covers Transparent proxy deployment, CitizenLab covers Participatory Budgeting.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Baffle and CitizenLab actually diverge.

Attributes where Baffle and CitizenLab differ
AttributeBaffleCitizenLab
Starting priceOn request$500/month
Pricing modelquotesubscription
PlatformsLinux, WebWeb, Ios, Android
CategoryCybersecurityGovernment
FoundedUnknown2015

Identical on both: free tier (No), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Baffle

  • Transparent proxy deployment
  • Field-level encryption
  • Tokenisation
  • Format-preserving de-identification
  • Dynamic data masking
  • Bring your own key
  • Analytics and pipeline support
  • AI pipeline protection

Only in CitizenLab

  • Participatory Budgeting
  • Idea Management
  • Online Consultations
  • Surveys & Polls
  • AI-powered Analysis
  • Single Sign-On
  • Open Data Portals
  • GIS Systems

What people use each for

The jobs each tool is most often brought in to do.

Baffle

  • A bank with a legacy application it cannot safely refactor that has an audit finding requiring field-level encryption of account datanot CitizenLab
  • A company wanting to take a reporting database out of PCI scope by tokenising card fields before they landnot CitizenLab
  • A healthcare organisation that must ensure database administrators and cloud operators cannot read patient identifiers in the tables they administernot CitizenLab
  • A team moving regulated data into a warehouse or an AI retrieval pipeline that needs identifiers de-identified in transit without rewriting the ingest jobsnot CitizenLab

CitizenLab

  • Running community consultation and participatory budgeting for a citynot Baffle
  • Collecting resident input through surveys, ideation, mapping and votingnot Baffle
  • Centralising engagement data across multiple municipal departmentsnot Baffle

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Baffle

  • The proxy sits in the production data path, so it becomes a latency contributor and a failure domain, and any deployment needs load and failover testing that customers routinely underestimate.
  • What you can still do in SQL depends on the protection mode chosen, and stronger modes restrict comparisons, joins and aggregations on protected columns, which can quietly break existing reports and analytics.
  • Database and driver coverage is finite, so an organisation with an unusual engine, an old driver or heavy use of stored procedures may find its most important system is exactly the one not supported.
  • Pricing is unpublished and scales with protected data stores, which means an enterprise trying to protect a long tail of small databases pays disproportionately compared with protecting a handful of large ones.
  • Key management is your responsibility under bring your own key, and while that is the correct security posture, it moves a real operational burden and a genuine data-loss risk onto the customer.

CitizenLab

  • CitizenLab has rebranded to Go Vocal and the product now sells under govocal.com
  • No prices are published on the plans page; every tier requires scheduling a demo
  • The Essential plan allows only 1 active project and 1 admin seat, with no project manager seats
  • Standard is limited to 4 admin seats and 5 project manager seats, and Premium to 8 admin seats and 25 project manager seats
  • Standard restricts Sensemaking to Light, capped at 30 inputs; auto-insights require Premium
  • The integrated Konveio document annotation and Echo blended engagement methods are excluded from Standard and require Premium
  • Auto-translation on Premium is limited to 3 languages
  • Custom fonts and other premium styling options are Premium only
  • Priority support is Premium only
  • Plans are split by population band, with separate ladders for cities under and over 100K population

Pricing, plan by plan

Baffle

On request
  • Baffle Data Protection Services$undefined/year
    • Quoted by protected data stores and deployment scale
    • Self-managed and cloud marketplace deployment options
    • Annual subscription

CitizenLab

$500/month
  • Government$500/month
    • Participatory Budgeting
    • Idea Collection
    • Surveys

Which should you pick?

Choose Baffle if

  • You need transparent proxy deployment.
  • You work on Linux, Web.
  • You also want field-level encryption.
Baffle review

Choose CitizenLab if

  • You need participatory budgeting.
  • You work on Web, Ios, Android.
  • You also want idea management.
CitizenLab review

Questions people ask

Is Baffle or CitizenLab better?
Neither clearly leads. Baffle starts at On request and CitizenLab at $500/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Baffle or CitizenLab?
Baffle starts at On request and CitizenLab at $500/month.
Does Baffle or CitizenLab run on more platforms?
Baffle runs on Linux, Web. CitizenLab runs on Web, Ios, Android.
What is Baffle best used for?
Baffle is most often used for a bank with a legacy application it cannot safely refactor that has an audit finding requiring field-level encryption of account data, a company wanting to take a reporting database out of pci scope by tokenising card fields before they land, a healthcare organisation that must ensure database administrators and cloud operators cannot read patient identifiers in the tables they administer, a team moving regulated data into a warehouse or an ai retrieval pipeline that needs identifiers de-identified in transit without rewriting the ingest jobs. Of those, a bank with a legacy application it cannot safely refactor that has an audit finding requiring field-level encryption of account data and a company wanting to take a reporting database out of pci scope by tokenising card fields before they land are not what CitizenLab is typically brought in for.
What can Baffle do that CitizenLab cannot?
Baffle covers Transparent proxy deployment, Field-level encryption, Tokenisation, Format-preserving de-identification. CitizenLab covers Participatory Budgeting, Idea Management, Online Consultations, Surveys & Polls.

Answered from the vendors’ own pages

Baffle: Do applications need code changes?

No. That is the central design choice. Baffle intercepts traffic as a proxy rather than requiring an SDK call at every read and write.

CitizenLab: How many projects can Essential tier teams manage?

The Essential tier is designed for teams starting small and is limited to 1 active project with 1 admin seat and no project manager seats.

Source
Baffle: Can you still query encrypted columns?

Partly, and it depends on the protection mode. Some modes preserve equality matching and format, stronger modes restrict what SQL operations remain possible, so this must be tested against your actual queries.

CitizenLab: How many projects can Standard and Premium tiers manage?

Both Standard and Premium tiers support unlimited projects. Standard includes 4 admin seats and 5 project manager seats, while Premium includes 8 admin seats and 25 project manager seats.

Source
Baffle: Does it take systems out of PCI scope?

Tokenisation can reduce scope by ensuring card data never lands in the protected system, but scope reduction is an assessor judgement, not a product setting.

CitizenLab: Does Enterprise tier have any user seat limits?

No, the Enterprise tier is designed for organizations aiming to embed engagement deeply within their infrastructure and includes unlimited admin seats and project managers.

Source
Baffle: Who holds the encryption keys?

You do, through your own key management service. Baffle supports bring your own key rather than holding customer keys itself.

CitizenLab: What are the specific pricing amounts for each tier?

Specific pricing amounts are not disclosed on the plans page. The company directs interested organizations to talk to their team for personalized pricing offers.

Source
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