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Drizz raises $2.7M in seed funding •
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Featured on Forbes
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Drizz raises $2.7M in seed funding •
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Featured on Forbes

Enterprises evaluating platforms often shortlist our mobile app testing solution for its on-prem device support and SOC 2 posture.
If your organization handles patient data, financial transactions, or EU citizen data, compliance isn't a feature request. It's a procurement gate.
SOC 2 Type II. The baseline for any SaaS vendor in a regulated enterprise. It covers data handling, access controls, and operational security. If your vendor doesn't have SOC 2, procurement will reject them before engineering evaluates tool.
HIPAA. Healthcare apps that handle PHI (protected health information) need testing tools that won't expose patient data during test execution. That means on prem or VPC deployment where test data never leaves your network. Cloud only tools with shared infrastructure are a non starter.
GDPR. If you test with EU user data or your app serves EU users, testing platform must offer EU data residency. Test screenshots, logs, and device recordings that contain PII need to stay in region. Custom data retention policies (auto delete after X days) reduce compliance surface.
FedRAMP. US government apps need FedRAMP authorized tools. Very few mobile testing platforms have this. Most enterprise teams in this space use on prem deployments to sidestep issue.
Compliance comparison across platforms:
| Requirement | Drizz (Team plan) | BrowserStack | Sauce Labs | Perfecto | Katalon |
|---|---|---|---|---|---|
| SOC 2 Type II | Yes | Yes | Yes | Yes | Yes |
| On prem / VPC deployment | Yes | No | No | Yes | No |
| HIPAA ready (on prem) | Yes | No | No | Yes | No |
| EU data residency | Yes | Yes | Yes | Yes | Limited |
| SSO / SAML | Yes | Yes | Yes | Yes | Yes |
| Audit logs | Yes | Limited | Yes | Yes | Limited |
| RBAC | Yes | Yes | Yes | Yes | Yes |
| Custom data retention | Yes | No | Limited | Yes | No |
| FedRAMP | Roadmap | No | FedRAMP authorized | No | No |
The on prem/VPC column is divider. If your security team requires that test data, APKs, and screenshots never leave your network, your shortlist drops to Drizz and Perfecto.
A fintech engineer on r/fintech described audit reality: "When an auditor asks you to demonstrate that a specific user journey behaved correctly on a specific date, 'our QA team checked it' is not an answer that holds up."
Another from same thread: "People don't realize how much UI is compliance." A missing cancel button or a truncated disclosure isn't a design bug. It's a compliance finding.
Beyond compliance, tools differ on what matters at scale: execution model, maintenance cost, authoring approach, and pricing structure.
| Capability | Drizz | BrowserStack | Sauce Labs | Perfecto | Katalon |
|---|---|---|---|---|---|
| Test authoring | Plain English, Vision AI | Code (Appium, Espresso, XCUITest) | Code (Appium, Espresso, XCUITest) | Code + visual editor | Low code recorder + scripting |
| Self healing | Vision AI (selector free) | No (selector based) | No (selector based) | Limited (selector based) | Limited (selector based) |
| Real device cloud | Yes (included) | Yes (per minute pricing) | Yes (per minute pricing) | Yes (per minute pricing) | Yes (third party integration) |
| Parallel execution | Yes | Yes | Yes | Yes | Yes (device dependent) |
| CI/CD integration | API, CLI, webhooks | API, CLI | API, CLI | API, CLI, IDE plugins | API, CLI |
| Cross platform | Write once, run both | Separate scripts per platform | Separate scripts per platform | Separate scripts per platform | Shared with platform gaps |
| Maintenance model | Low (Vision AI, no selectors) | High (selector based) | High (selector based) | Medium high | Medium |
| Enterprise pricing | Custom (Team plan) | Per minute + parallel slots | Per minute + parallel slots | Custom (high) | Per user + modules |
BrowserStack and Sauce Labs are device cloud platforms. They solve "where do I run tests" problem. They don't solve "how do I write and maintain tests" problem. You still write Appium or Espresso, and you still maintain selectors. For enterprise teams already invested in Appium, they're a natural fit for execution infrastructure.
Perfecto is traditional enterprise choice. On prem deployment, deep integrations with legacy ALM tools (Micro Focus, IBM). If your organization already uses Perfecto and your contracts are active, switching cost is high. For new evaluations, UI and authoring experience feel dated compared to newer platforms.
Katalon offers a low code approach with a recorder. It works for teams transitioning from manual QA. The pricing model (per user plus separate modules for reporting, real devices, and AI features) can surprise teams during contract negotiation.
Drizz takes a different approach. Plain English test authoring. Vision AI that reads screen instead of querying selectors. Self healing that survives UI redesigns. Write once, run on both platforms. For enterprise teams, value is in maintenance cost: ~10% of sprint time vs 30% on Appium based stacks. For enterprises, the Team plan includes on prem/VPC, custom token volume, and a dedicated account manager.
One founder on r/ecommerce flagged pricing trap: "Hidden costs are real trap nobody warns you about." Per minute device pricing, module lock ins, and feature gates behind "enterprise" tiers add up fast.
Another on r/SaaS described automation attempt: "We tried using one of those security questionnaire automation tools but honestly it was more work to set up than just keeping our janky doc updated." The vendor's compliance docs need to be ready before your security team asks.
Enterprise test suites aren't 50 tests. They're 500-5,000. The bottlenecks are different.
Parallel execution depth. A 1,000 test suite running sequentially takes 8+ hours. At 50 parallel threads, it takes under 20 minutes. The question isn't "does tool support parallel?" Every enterprise tool does. The question is: "How many parallel sessions before queue times spike, and what does that cost?"
BrowserStack and Sauce Labs charge per parallel slot. 10 parallel sessions on BrowserStack is a different price tier than 50. Drizz's Team plan is priced on token volume, parallel execution and seats, without per session pricing.
Device coverage. Your users span Samsung, Pixel, iPhone, iPad, across 3-4 OS versions each. That's 20-40 device/OS combinations. Testing all of them on every run is expensive and slow. Traffic weighted device selection targets combinations your users actually have. Your analytics tell you which 8-10 combos cover 90% of sessions.
Test suite maintenance at scale. 1,000 Appium tests with an average flakiness rate of 15% means 150 false failures per run. Triaging those costs 2-4 hours per day across team. Selector free tools (Drizz) reduce false failures to ~5%, cutting triage time by 60-70%.
Multi team coordination. Enterprise QA isn't one team. It's 3-5 teams across product lines, sharing a device cloud and a CI pipeline. The tool needs workspace isolation (each team manages their own tests) with centralized reporting (leadership sees results across all teams). RBAC controls who can edit tests, trigger runs, and access reports.
One SaaS founder on r/SaaS described evidence problem at scale: "You should definitely be centralizing all your past responses and supporting evidence so you could reuse vetted answers instead of rewriting everything." The same applies to test evidence. Centralized test reports with timestamps, device info, and pass/fail results across runs become your audit trail.
Enterprise evaluation adds layers that mid market doesn't care about.
Security review. Your InfoSec team will ask: where is test data stored? How are APKs encrypted? Who has access? Is there an audit trail? What happens during a breach? The vendor needs documented answers, not "we'll get back to you."
Drizz stores APKs in isolated encrypted buckets with strict access policies. Builds auto delete after runs based on retention policies. On prem/VPC deployments keep everything inside your network.
Support SLAs. When your nightly regression suite fails at 3 AM before a release, you need a response. Enterprise support isn't "email us and we'll get back in 24 hours." It's dedicated Slack channels, sub 4 hour response times, and named account engineers who know your setup.
Integration depth. The tool needs to plug into your existing stack. Jira for defect tracking. Jenkins or GitHub Actions for CI/CD. Slack for notifications. ServiceNow for change management. TestRail or qTest for test management. If tool can't integrate, it becomes an island.
Vendor stability. Enterprise contracts are 1-3 years. You need confidence vendor will exist and continue investing in product. Questions to ask: funding status, customer count, engineering team size, product roadmap cadence, and reference customers in your industry.
Total cost of ownership. License cost is 20-30% of total. The rest is engineering time on maintenance, device cloud fees, CI runner costs, and opportunity cost of QA time spent on tooling instead of coverage. The true cost breakdown shows that a $200K/year Appium setup often costs more than a $50K/year managed platform.
A SaaS founder on r/SaaS described exact moment enterprise deals die: "We kept losing enterprise deals at security review" because they didn't have pre written answers, clear ownership, or a repeatable process. The same happens to testing vendors. If vendor can't hand your InfoSec team a compliance packet on day one, evaluation stalls.
Yes. For enterprises, Drizz's Team plan supports on prem and VPC deployments. All test data, APKs, screenshots, and logs stay within your network.
Yes. Drizz maintains SOC 2 Type II certification. Enterprise customers receive compliance documentation during security review process.
On prem/VPC deployment ensures PHI never leaves your network. Combined with encrypted storage, audit logs, RBAC, and custom retention policies, Drizz meets HIPAA technical safeguard requirements.
Yes. Drizz integrates with CI/CD pipelines (Jenkins, GitHub Actions, Bitrise) via API and CLI. Defect tracking integrations (Jira, Azure DevOps) are available on the Team plan.
Enterprises use the Team plan, which is custom priced on token volume, parallel execution and seat count. No per minute or per session charges. See Drizz pricing.
Typically 2-4 weeks. Week 1: security review and compliance doc exchange. Week 2: POC on your app with your team. Weeks 3-4: integration testing and stakeholder sign off.