AI medical document review with human judgment in charge

AI medical document review with human judgment in charge

La revisión con IA sugiere automáticamente ediciones, mejora la claridad de los comentarios y acelera las aprobaciones.

PATIENT EDUCATION

PATIENT EDUCATION

MLR round 2

MLR round 2

Understanding your treatment plan.

Understanding your treatment plan.

2

2

Reduces symptoms in 98% of patients.

Reduces symptoms in 98% of patients.

MLR REVIEW PACKET

MLR REVIEW PACKET

07

07

This efficacy claim needs a reference and adjacent risk information.

This efficacy claim needs a reference and adjacent risk information.

FAIR BALANCE

FAIR BALANCE

Espacio de trabajo habilitado para IA

The work is different. The standard stays visible.

01

Pharma promotional materials

Surface potential issues in promotional PDFs, product brochures, leave-behinds, digital ads, annotated storyboards, and other review-ready materials.

Surface potential issues in promotional PDFs, product brochures, leave-behinds, digital ads, annotated storyboards, and other review-ready materials.

CLAIMS

FAIR BALANCE

RISK COPY

REFERENCES

02

Patient & member communications

Review patient education, medication guides, instructions for use, plan communications, member letters, and enrollment materials for clarity and consistency.

Review patient education, medication guides, instructions for use, plan communications, member letters, and enrollment materials for clarity and consistency.

PLAIN LANGUAGE

REQUIRED COPY

ACCESSIBILITY

CONSISTENCY

03

Healthcare marketing

Check campaign pages, provider materials, event assets, emails, and social creative against approved language and brand or regulatory guidance.

Check campaign pages, provider materials, event assets, emails, and social creative against approved language and brand or regulatory guidance.

BRAND

DISCLOSURES

URLS

APPROVED LANGUAGE

04

Versioned review packets

Compare the current proof with the previous version and earlier feedback so reviewers can focus on what changed and what remains unresolved.

VERSION COMPARE

PRIOR FEEDBACK

PAGE EVIDENCE

AUDIT TRAIL

HOW AI SPEEDS REVIEW

Less hunting. More deciding.

01

Preflight every page

Run a repeatable first pass for visible copy, layout, claims, links, QR codes, required disclaimers, and guideline alignment.

02

Route attention to evidence

Anchor each potential issue to the page and visual region so the right specialist can verify it without hunting for context.

03

Review only what matters

Use previous versions and prior comments to reduce repeated feedback and help MLR teams concentrate on material changes.

WHAT BUZZ CAN HELP CHECK

Review the details people shouldn’t have to find twice.

01

Promotional claims and supporting context

02

Risk information, fair balance, and required disclosures

03

Consistency with supplied labeling and approved language

04

References, URLs, QR codes, colors, and visual callouts

05

Readability, contrast, layout, and accessibility-sensitive content

06

Prior feedback, previous versions, and unresolved changes

EVIDENCE OVER GUESSES

Built for a better MLR first pass—not autonomous approval.

Regulated review depends on qualified people and organization-specific standards. Buzz helps them see potential issues sooner, attach feedback to the evidence, and carry review context forward. It does not decide whether a material is medically accurate, legally sufficient, or compliant.

Regulated review depends on qualified people and organization-specific standards. Buzz helps them see potential issues sooner, attach feedback to the evidence, and carry review context forward. It does not decide whether a material is medically accurate, legally sufficient, or compliant.

Hive helps human review teams find potential issues faster. It does not provide medical or legal advice, determine regulatory compliance, or replace medical, legal, or regulatory approval.

COMMON QUESTIONS

Before you hand it off.

How can AI speed up medical document review?

AI can run a consistent first pass across every visible page, highlight potential issues, and anchor them to evidence. That reduces manual searching and gives medical, legal, regulatory, and creative reviewers a focused queue to verify.

Which medical documents can teams proof in Hive?

Examples include promotional PDFs, patient education, medication guides, instructions for use, plan and member communications, storyboards, healthcare campaign assets, and versioned review packets. Suitability depends on your workflow and review requirements.

Does Hive determine medical or regulatory compliance?

No. Hive surfaces potential issues for human review. It does not provide medical or legal advice, make regulatory determinations, or replace your organization’s approval process.

4,6 en G2.com

Catch the issue. Keep the momentum.

4,6 en G2.com

Catch the issue. Keep the momentum.

4,6 en G2.com

Catch the issue. Keep the momentum.

4,6 en G2.com

Catch the issue. Keep the momentum.