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Quaility vs Relevant: analytics is the floor, not the ceiling.

Relevant built reporting infrastructure that health-center data teams genuinely like. Quaility starts where the dashboard ends — with AI agents that reach the patient.

Relevant Healthcare is a capable platform with a deserved following. It serves roughly 90+ community health centers covering on the order of 10 million patients, with a strong UDS story and a distinctive strength: SQL-transparent custom dashboards. Data teams can see and edit the actual queries behind their numbers — no black box. That transparency has earned real loyalty, and it should.

Here’s where we differ: Relevant is reporting infrastructure. Its patient messaging amounts to automated batch texting at most — there is no conversational AI in its story. Quaility shares the transparency values (our measure logic is inspectable too) and then goes where reporting tools don’t: AI voice and SMS agents that hold two-way conversations, a probabilistic EMPI across sources, a patient experience product, executive dashboards, and bespoke builds in days.

Side by side

Capability comparison

Capability Quaility Relevant
AI voice outreach (conversational calls)
Two-way conversational SMS Batch texting
Patient experience & review generation
Quality analytics
UDS support
Transparent measure logic ✓ Numerator / denominator / exclusions ✓ SQL-level
Probabilistic EMPI identity matching
Bespoke workflows & integrations in days Custom dashboards (SQL)

Relevant capabilities as described in Relevant’s public materials, June 2026. Relevant does not market AI voice agents or two-way conversational AI; its custom-dashboard tooling is a genuine strength we’re glad to acknowledge.

Where we differ · 1

From reports to conversations

A dashboard can tell your team that 1,200 patients are overdue. It can’t call them. Quaility’s agents reach every patient with an open gap — by voice and SMS, in their language — and book the visit.

  • Two-way, not blast. Agents understand replies semantically, answer questions, and reschedule.
  • Compliance built in. Instant opt-out, attempt caps, quiet hours, voicemail detection.
  • Human escalation. Complex cases route to your staff with full context and transcript.
Q
Care Team
Automated outreach · powered by Quaility
Hi Marcus, it’s the care team at your health center. You’re due for an A1c lab — we have walk-in lab hours this week. Want a reminder for a day that works?
What times on Wednesday?
Lab is open 8 AM–5 PM Wednesday, no appointment needed. Morning is quietest.
Ok I’ll come before work, around 8
Noted ✓ I’ll text you Tuesday evening as a reminder.
Commitment logged · A1c gap · written back to the record
Reply STOP to opt out

Where we differ · 2

Transparency, matched — and kept portable

If you love Relevant for showing its work, you’ll feel at home. Every Quaility measure exposes its logic — numerator, denominator, exclusions — down to the patient list behind each rate.

  • Inspectable measures. See exactly why a patient counts, doesn’t count, or is excluded.
  • Open data model. Your unified record lives on an open healthcare data model — 20+ clinical entity types, portable, never hostage.
  • Self-serve exploration. Slice by site, provider, payer, language, or any cohort you define.
app.quaility.com/measures/colorectal
Colorectal cancer screening Measure logic · measurement year 2026
Denominator6,118patients 45–75, eligible
Numerator4,404screened in window
Exclusions231hospice, total colectomy…
Current rate72%
Site A76%
Site B67%
View patient list Why is this patient excluded? Export cohort

Where we differ · 3

Patient experience, on the same platform

Quality, outreach, and experience usually mean three vendors and three patient lists. On Quaility they share one record: surveys after visits, service recovery in minutes, public reviews from your happiest patients.

1 · After the visit
How was your visit with Dr. Okafor today? Tap a star to let us know.
2a · If something went wrong
We’re sorry to hear that. Your care team has been notified and will call you today.
Service recovery alert → front desk, in minutes
2b · If it was great
So glad to hear it! Would you share your experience to help neighbors find care?
★★★★★ posted to Google

An honest note

When Relevant might fit you better

If you’re a health center with a strong in-house SQL data team and what you primarily want is reporting infrastructure — dashboards your analysts can open up, modify, and own at the query level — Relevant is a genuinely good tool for that job, and its UDS story is solid.

Choose Quaility when you want the analytics and the action: agents that contact patients, an identity-matched record across every source, patient experience on the same platform, and a partner who ships your custom workflows instead of handing you a query editor.

Questions

Asked by teams comparing us to Relevant

No. Every measure exposes its numerator, denominator, and exclusions down to the patient level, and the unified record sits on an open healthcare data model — your data stays inspectable and portable. We share that value with Relevant; we just don’t stop there.

Yes — 39 clinical quality measures computed nightly plus a UDS data explorer for year-round visibility. Your team still submits the report; we make the data behind it trustworthy.

Conversational AI by voice and SMS: natural calls with voicemail detection and live language switching, two-way text threads that understand replies, scheduling windows, attempt caps, instant opt-out, and human escalation — with every outcome written back to the record.

Yes. Quaility computes measures on its own unified record, so you can compare numbers side by side and make a consolidation decision with evidence. Nothing about our platform interferes with your existing reporting.

See it on your own data

Watch our AI call a patient.
Then imagine it calling thousands of yours.

A 30-minute demo: live AI outreach, your quality measures on a unified record, and an honest conversation about what we'd build for your workflows.