Six questions every SaaS team gets asked

- answered without a SQL ticket.

Trial conversion, churn risk, NRR, PQLs, pricing, feature adoption. Each one breaks a generic agent in a different place. Here is where, and how ClarityQ gets through.

You ask:

“Why did trial-to-paid conversion drop for last month's self-serve signups?”

How it works

Why other agents break

Other agents mix up workspace vs. user level, count re-signups as new, and ignore the plan a trial started on.

How ClarityQ resolves it

Aligns signups by workspace and cohort week, separates plan tiers, and isolates exactly which onboarding step lost people.

You ask:

“Which accounts are at risk of churning before renewal, and why?”

How it works

Why other agents break

They read the CRM's churn flag and can't connect it to what the account actually did in the product.

How ClarityQ resolves it

Joins seat usage, feature depth, support tickets and billing events - and ranks accounts by the signals that preceded past churn.

You ask:

“Where is NRR coming from - seat growth, upgrades or price increases?”

How it works

Why other agents break

They can't reconcile billing line items with subscription changes, so expansion and contraction net out wrong.

How ClarityQ resolves it

Decomposes MRR movements by account, plan and change type, and ties each one to the usage that drove it.

You ask:

“Which free accounts behave like our best paying customers?”

How it works

Why other agents break

They can't bridge product events with CRM and billing data to define a product-qualified lead.

How ClarityQ resolves it

Scores accounts on the usage patterns that preceded conversion historically, and pushes the list to sales in Slack or your CRM.

You ask:

“Did the new pricing page lift ARPA without hurting conversion?”

How it works

Why other agents break

They compare before/after averages and miss the mix shift between plans and segments.

How ClarityQ resolves it

Controls for segment mix, reads the experiment assignment, and splits the ARPA change into plan mix vs. price per plan.

You ask:

“Did the new feature drive retention, or did already-retained users just adopt it?”

How it works

Why other agents break

They correlate adoption with retention and call it causation.

How ClarityQ resolves it

Matches adopters to similar non-adopters by tenure, plan and usage, and reports the lift with its confidence.

ClarityQ has been a real game-changer for us! It lets our entire gaming team work with data at scale. We’re querying billions of events and dozens of tables, with in-depth analysis delivered in seconds. It empowers both analysts and game owners with 5× greater efficiency and real data superpowers - saving countless hours of analysis and enabling faster, better decisions.

Guy Tomer

Co-founder & COO, CrazyLabs

ClarityQ became a critical decision layer for us, turning complex behavioral data into clear actions. We identified friction points in our onboarding and loyalty mechanics, which led us to remove low-impact features and focus on real revenue growth.
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Avner Azulay

Director of Product, Zaffic

ClarityQ lets our Marketing and Product teams get answers in minutes instead of hours. We used to juggle Firebase, GA, AdMob, Adjust - now everything lives in one place. Our analysis is easily 10x faster, saving us hours every time. But the real game-changer is the insights we wouldn't have found on our own - things we didn't even know to look for.

Eduardo Carqueja

CEO, Appgeneration

ClarityQ (or "Clara" as we refer to it) functions as a co-pilot analyst providing me and other stakeholders (including users who are resistant to use the standard reporting tools available in the company) with business insights via very friendly and convenient interface and visual outputs.

Mark Shohat

Head of Business Analysis, Spiral Interactive

Thanks to the ClarityQ Agent and strong team support, we found the perfect analysis wingman. It has significantly sped up our deep-dive analyses, is expected to cut analysis time by at least half and has freed up time to focus more on strategic work.
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