Yardstick Research tear-sheet / CX cohort

Methodology · how we score · rubric weights in plain sight · vendors received this sheet seven days before publication and could flag factual errors, never rankings

Loyal-Health

Identity

Cohort-fit framing (read before the score)

Loyal sits in the cx cohort on the healthcare-vertical side. The cohort is dominated by horizontal CX-AI vendors that ship voice + SMS + email + social channels by default, publish foundation LLMs and safety guardrails, and chase deflection-rate benchmarks across DTC retail, fintech, and B2B SaaS. Loyal optimized differently: deep EHR integration, real action depth inside a US-health-system workflow (book into the EHR, run HRAs, transfer to live human), broad customer roster of named health systems on multi-year multi-module renewals.

The rubric is the same for any cx vendor. The seven dims (integration + accuracy, resolution depth, channel breadth, hallucination + safety, cost economics, time-to-value, brand voice + governance) measure what they measure; Loyal's strengths land on integration breadth (4 major EHRs) and on real write-action depth (appointment booking is a write, not an answer). Its constraints land on channel breadth (no voice / SMS / email / social), safety methodology (no published guardrails, no LLM disclosed), pricing transparency (quote-only, /pricing 404), and brand-voice customization (visual whitelabel only).

For a US-health-system marketing or patient-access leader, Loyal is a real contender against Kyruus, Phreesia, Relatient, WELL Health, Artera, and the patient-experience side of Innovaccer. For a horizontal CX buyer (retail, fintech, B2B SaaS, prosumer), Loyal is not in consideration. The score below is the rubric working as designed against a vertical-specialty vendor.

Total score: 36 / 100 (pre-penalty); ~33 headline_score (with -3 soft pricing-transparency penalty)

Headline numbers

Metric Value Evidence
Total funding ~$46M across Series A + Series B [THIRD-PARTY - https://www.crunchbase.com/funding_round/loyal-series-b--fe21ab8d]
Most recent round $33.5M Series B, July 22, 2024 [THIRD-PARTY]
Headcount ~200-250 (LinkedIn 225 + size band 51-200 disagree) [THIRD-PARTY - https://www.linkedin.com/company/loyal-health]
Conversations processed (chatbot, lifetime) "Over 3 million healthcare conversations to date" [VENDOR-CLAIMED - https://loyalhealth.com/chat/]
Named customers (curated) Novant Health, Renown Health, PeaceHealth, Summit Health, MD Anderson, Lifepoint Health, Frederick Health, Virtua Health, Siteman Cancer Center, UChicago Medicine, Samaritan Medical Center, Ardent Health, Columbus Regional Health, VHHA member hospitals [VENDOR-CLAIMED - https://loyalhealth.com/]
PeaceHealth conversation volume Over 20,000 (since August 2021) [VENDOR-CLAIMED]
G2 / Capterra rating 4.5/5 (G2) / 4.7/5 (Capterra) [THIRD-PARTY - https://www.g2.com/products/loyal-health-platform/competitors/alternatives]
EHR connectors named Epic (incl. MyChart), Cerner / Oracle Health, athenahealth, MEDITECH [VENDOR-CLAIMED - https://loyalhealth.com/chat/, https://www.businesswire.com/news/home/20240604302737/en/Loyal-Now-Available-on-Oracle-Healthcare-Marketplace]
Channels supported Web chat, mobile app, Epic MyChart portal, Google chat [VENDOR-CLAIMED - https://loyalhealth.com/chat/]
Channels NOT supported Voice / IVR, SMS, email auto-response, social (FB / IG / X / WhatsApp / iMessage / RCS) [MEASURED-via-site-scan]
Foundation LLM Not named on any vendor surface [UNKNOWN - https://loyalhealth.com/chat/]
Published deflection / containment rate None [UNKNOWN]
Multi-language support Not disclosed [UNKNOWN]
SOC 2 Type II Yes (achieved 2022; audit date / auditor not published) [VENDOR-CLAIMED - https://loyalhealth.com/security/]
TX-RAMP Level 2 Yes, chatbot product (June 2024 press release; not on live trust page) [VENDOR-CLAIMED]
HITRUST status Not disclosed [UNKNOWN - https://loyalhealth.com/security/]
Hallucination / safety guardrail methodology None published [UNKNOWN]

Dimension scores

Dimension Score Weight Weighted Evidence
Ease of data integration & accuracy 2/4 25 12.5 [VENDOR-CLAIMED + UNKNOWN-on-accuracy] Integration half is moderate-to-strong for a healthcare-vertical CX vendor: four major EHR connectors (Epic + MyChart, Cerner / Oracle Health, athenahealth, MEDITECH) + Google + Bing directory sync + native CRM. Accuracy half is empty: foundation LLM not named, no hallucination rate, no peer-reviewed validation, no answer-correctness benchmark. Cohort calibration: horizontal cx peers (Decagon, Sierra, Ada) routinely publish both connector lists AND accuracy benchmarks. (loyal-health.md "Ease of data integration & accuracy"). https://loyalhealth.com/chat/, https://loyalhealth.com/platform/, https://www.businesswire.com/news/home/20240604302737/en/Loyal-Now-Available-on-Oracle-Healthcare-Marketplace
Resolution depth (actions, not just answers) 2/4 20 10.0 [VENDOR-CLAIMED] Real action depth: bot books appointments directly into the EHR ("search, find, and directly book appointments" through chat with EHR integration), runs HRAs from a library of 25+, routes to live human, hands off to billing tools. Actions NOT supported: no in-bot payment processing, no medication refill, no eligibility verification, no callback-scheduling automation, no multi-step claim resolution. No customer-published deflection / containment rate anywhere on the vendor surface or in customer press. ROI calculator is buyer-supplied-input, no Loyal-published benchmark. Cohort calibration: horizontal cx peers cite customer deflection rates (60-80% common). (loyal-health.md "Resolution depth"). https://loyalhealth.com/chat/, https://loyalhealth.com/platform/, https://loyalhealth.com/knowledge_base/calculating-roi-for-your-chatbot-investment/
Channel breadth 1/4 15 3.75 [VENDOR-CLAIMED + MEASURED-via-site-scan] Channels: web chat, mobile app, Epic MyChart patient portal, Google chat surfaces. No voice / IVR / phone bot (confirmed absent on /chat). No SMS / two-way text. No email auto-response. No social (Facebook / Instagram / X / WhatsApp / iMessage / RCS). No multi-language support disclosed (Spanish at minimum is table-stakes for US health systems in CA / TX / FL / NY). Cohort calibration: horizontal cx peers (Decagon, Sierra, Ada, Intercom Fin) treat voice + SMS + email + social as table stakes. (loyal-health.md "Channel breadth"). https://loyalhealth.com/chat/, https://loyalhealth.com/platform/
Hallucination + safety guardrails 1/4 15 3.75 [UNKNOWN] No published safety-by-design documentation, no harm taxonomy, no escalation rubric (when does the bot stop and route to human automatically?), no prompt-injection defense, no toxic-content filter, no clinical-question escalation policy. Foundation LLM not named - buyers cannot evaluate the underlying model's known failure modes. Live Chat handoff exists as a feature but no published auto-trigger policy. Virtual triage claim ("helps patients determine what level of care they need") has no published sensitivity / specificity number, no validation study, no clinical-evidence cohort - a patient-safety-relevant claim with no validation. Cohort calibration: horizontal cx peers publish guardrail methodology + LLM disclosure + safety taxonomies. (loyal-health.md "Hallucination + safety guardrails"). https://loyalhealth.com/chat/, https://loyalhealth.com/security/
Cost economics 1/4 10 2.5 [UNKNOWN + VENDOR-CLAIMED-for-renewals] Per the 2026-05-24 rule, dim measures absolute cost evidence only (pricing-transparency opacity handled separately). No per-seat / per-bed / per-conversation / per-provider-record / per-patient anchor published anywhere. ROI calculator generates buyer-input-driven outputs, no Loyal-published unit price grounds it. Multi-year multi-module renewals at PeaceHealth, Renown, UChicago Medicine, MD Anderson are a cost-value signal that clears the absolute floor but no third-party teardown of contract sizing surfaced. (loyal-health.md "Cost economics"). https://www.prnewswire.com/news-releases/renown-health-expands-partnership-with-loyal-for-provider-data-management-and-physician-search-301664467.html, https://loyalhealth.com/knowledge_base/calculating-roi-for-your-chatbot-investment/
Time-to-value 1/4 10 2.5 [UNKNOWN + VENDOR-CLAIMED + ESTIMATED] No vendor-published implementation timeline (weeks-to-launch, months-to-first-conversation, per-module deployment time). Customer deployment pattern is multi-year phased (PeaceHealth COVID chatbot August 2021 expanded into broader conversational AI over multiple years; Renown expanded from PDM into multi-product partnership). Long-running relationship economics, not 90-day stand-up. Cohort calibration: horizontal cx peers cite 4-8 week production deployments; vertical-specialty healthcare adds weeks for EHR certifications but published anchors exist. (loyal-health.md "Time-to-value"). https://loyalhealth.com/
Brand-voice / governance 1/4 5 1.25 [VENDOR-CLAIMED + UNKNOWN] Visual whitelabel ("branding, including logos, fonts, colors, etc., are tailored") + pre-configured response library cover the absolute floor. No persona editor, no tone-style toggle, no brand-voice prompt input, no per-segment persona switching. No published approval workflow / versioning / rollback for new bot responses - standard governance features undocumented. Cohort calibration: horizontal cx peers (Sierra, Decagon, Ada) ship persona / tone systems explicitly. (loyal-health.md "Brand-voice / governance"). https://loyalhealth.com/chat/, https://loyalhealth.com/platform/
Total (pre-penalty) 100 36.25
Pricing-transparency penalty soft -3 Quote-only, /pricing 404; size_fit_min_revenue $250M places Loyal in the enterprise-only column where soft is the rubric.
Headline score ~33

Pricing detail

Integrations

Editorial assessment

Loyal is a credible healthcare-vertical patient-experience platform - a Care Activation Platform sitting in the digital-front-door cluster alongside Kyruus, Phreesia, Relatient, WELL Health, Artera, and the patient-experience side of Innovaccer. The product portfolio is broad and coherent within the healthcare frame (Provider Data Management, Care Search, Scheduling, Chat, HRAs, CRM, Directory Listings, Ratings + Reviews, Review Response, Review Boost). The customer roster is genuinely strong (PeaceHealth, Renown, Novant, MD Anderson, UChicago Medicine, Summit Health, Lifepoint, Virtua, Ardent, Frederick) and multi-year multi-module renewals are evidence that the digital-front-door bet pays off for the named buyers.

Inside the cx cohort, Loyal is the vertical-specialty type. The rubric scores integration breadth at 25%, resolution depth at 20%, channel breadth at 15%, hallucination + safety guardrails at 15%, cost economics at 10%, time-to-value at 10%, and brand-voice governance at 5%. Loyal's strengths concentrate on the integration-and-actions axes: four major EHR connectors is real breadth for a healthcare-vertical CX vendor; booking appointments directly into the EHR through the chatbot is genuine write-action depth that exceeds Q-and-A. Those are not common capabilities, and the 2/4 raws on data_integration_accuracy and resolution_depth are honest mid-band scores.

The rubric's constraints fall on the dims horizontal CX-AI peers optimize for. Channel breadth scores 1/4 because Loyal does not offer voice, SMS, email, or social channels - web + mobile + MyChart + Google is genuine but narrow against a cohort that treats voice + SMS + email + social as table stakes. Hallucination + safety guardrails scores 1/4 because Loyal publishes neither a foundation LLM nor a safety methodology - and that gap is materially larger for healthcare CX than for general-consumer CX because the chatbot's virtual-triage claim is patient-safety-relevant with no published validation. Cost economics scores 1/4 on absolute-cost-evidence-only grounds (multi-year renewals at named health systems are a cost-value signal but not an absolute anchor). Time-to-value scores 1/4 because the deployment pattern is multi-year phased and no published timeline anchor exists. Brand-voice governance scores 1/4 because customization is visual whitelabel only with no persona / tone system.

The headline score of approximately 33 (36.25 pre-penalty minus 3 for soft pricing transparency) is the rubric working as designed against a vertical-specialty vendor whose optimization differs from horizontal cx peers. The score is not a category error - the founder-applied placement in cx is the right place for Loyal in the catalog because it does run a real CX surface, just one optimized for healthcare-system depth rather than horizontal-channel breadth. Buyers reading this tear sheet should see a vendor with genuine strengths on the EHR-integration-and-action axes and real ceilings on the channel-breadth-and-safety-methodology axes, and decide based on which set the buyer's procurement actually weighs.

Best-fit buyer: a 5-hospital-plus US health system, marketing or patient-access leadership owns the digital front door, willing to procure a vertical-specialty bundle that handles directory + scheduling + chat + CRM + reputation inside one contract rather than stitching the same modules from Kyruus + Press Ganey + Phreesia. Worst-fit buyer: anyone outside US health systems, or a healthcare buyer whose top priority is voice / SMS / email / social channels, multi-language, foundation-LLM transparency, or published safety methodology. When to revisit: (1) if Loyal ships voice or SMS as a first-party channel (channel_breadth lifts directly); (2) if Loyal publishes the foundation LLM behind the chatbot + a safety / guardrail methodology (hallucination_safety_guardrails lifts directly); (3) if Loyal publishes customer-named deflection / containment rates (resolution_depth lifts toward 3/4); (4) if Loyal publishes a HITRUST CSF certification (security posture tightens for healthcare-regulated buyers); (5) if Loyal opens published pricing on /pricing the transparency penalty drops to none.

Layer 4 stack-rank fields

layer4_fields:
  size_fit_min_revenue: 250
  size_fit_max_revenue: 10000
  ai_native_score: 25
  integrates_with: []

Right-of-reply gaps

  1. Channel roadmap - does Loyal plan to add voice / IVR, SMS, email auto-response, or social channels (Facebook / WhatsApp / Instagram DM) to the chat product? On what timeline?
  2. Foundation LLM disclosure - what underlying language model(s) power the Loyal chatbot, Care Search NLP, and any CRM-side AI? OpenAI, Anthropic, Google, Cohere, or a proprietary fine-tuned model? Does the answer differ across the three surfaces?
  3. Hallucination + safety methodology - does Loyal publish (or share under NDA) a safety taxonomy, escalation rubric, citation grounding policy, and prompt-injection defense for the chatbot? When does the bot automatically hand off to a live human?
  4. Virtual triage clinical validation - has the triage logic been validated against a published clinical-evidence cohort? Sensitivity / specificity numbers for life-threatening-symptom escalation?
  5. Customer-published deflection / containment rate - across the named customer base, what is the typical chatbot deflection or containment rate? Is there a customer willing to be cited with a number?
  6. Multi-language support - does Loyal support Spanish for the chatbot? Other languages? First-party or via third-party translation?
  7. Persona / tone customization - can buyers shape the bot's voice and tone beyond visual whitelabel? Is there a persona editor, style toggle, brand-voice prompt input, or per-segment persona switching?
  8. HITRUST certification status - r2, e1, i1, or none? If none, is HITRUST on the 12-month security roadmap?
  9. PHI training opt-out default - in the standard Loyal Business Associate Agreement, is customer PHI excluded from any AI model training (proprietary or third-party) by default, or does the buyer have to negotiate it?
  10. Time-to-value anchor - for a 5-hospital regional health system standing up the chatbot module, typical time-to-first-conversation (weeks)? Time-to-full-deployment across PDM + Scheduling + Chat + CRM (months)?
  11. Pricing anchors - typical contract size for a 5-hospital regional health system implementing the full platform? Per-bed, per-provider-record, per-patient, or per-conversation unit price?
  12. CEO transition narrative - 12 months into the Nanette Oddo era - what has changed in product roadmap or go-to-market focus?
  13. Employee headcount - LinkedIn shows 225 with size band 51-200. Current FTE headcount as of Q1 2026?