High-volume organization
Faster initial structuring of large, mixed-format record sets across multiple providers and facilities.
Human-Verified Medical Review
AI-Powered Medical Narrative Summaries
AI-powered medical narrative summaries with secure intake, assisted extraction, professional medical/legal review, source verification, and senior human quality control.
Technology plus accountable review
AI accelerates organization. Professionals protect accuracy.
Our AI-powered narrative summary workflow uses technology to assist with document organization, event extraction, date normalization, provider and facility identification, diagnosis and procedure recognition, medication mapping, and duplicate detection. The technology produces a preliminary structured dataset and draft framework—not the final client deliverable.
A medical or legal professional then reviews the source records, corrects context, resolves ambiguity, restores clinically meaningful detail, and drafts or refines the narrative. Material dates, names, findings, procedures, and source references are verified before a senior quality-control check and secure release.
Mandatory human-in-the-loop workflow
No unchecked AI summary is delivered.
- 01
Secure intake and file inventory
Records are received through Secure OneDrive or an approved client environment, inventoried, and organized by file and source.
- 02
AI-assisted extraction
Technology helps identify encounters, dates, providers, diagnoses, imaging, procedures, medication, and repeated pages.
- 03
Professional medical/legal review
A qualified reviewer checks source context, resolves conflicts, adds material detail, and aligns the narrative with the case objective.
- 04
Source verification
Material facts and available references are checked against the underlying record; unsupported inferences are removed.
- 05
Senior human quality control
A separate QC review checks completeness, chronology, terminology, consistency, formatting, and client instructions.
- 06
Secure delivery
The verified work product is released through the agreed secure channel, with feedback incorporated as scoped.
What AI assistance can improve
Event and entity recognition
Preliminary capture of dates, providers, diagnoses, procedures, medications, imaging, and follow-up recommendations.
Duplicate and sequence support
Assistance identifying repeated documents and arranging extracted encounters for professional review.
Terminology consistency
Support normalizing recurring medical terms and abbreviations while human reviewers preserve clinically important distinctions.
Template alignment
Structured information can be mapped into agreed headings and fields before professional narrative refinement.
Scalable turnaround
Technology reduces repetitive organization so professionals can focus more attention on relevance, context, and verification.
Responsible limitations
Human judgment remains essential.
- AI may misread dates, handwriting, scanned text, laterality, negation, or copied-forward notes.
- Clinical context and legal relevance cannot be assumed from extracted terms alone.
- Every material statement must be verified against the source record.
- The summary is not a medical diagnosis, legal opinion, or substitute for retained expert testimony.
- Engagement-specific security, access, retention, and permitted-tool requirements are aligned before processing.
Frequently asked questions
Planning your review.
Final scope is aligned to record volume, matter objective, preferred format, and security requirements.
How detailed can the review be?
We can prepare a concise issue-focused review or a comprehensive encounter-level chronology. Detail level, priority issues, and references are aligned during scoping.
Can you follow our template?
Yes. Headings, columns, terminology, references, bookmarks, hyperlinks, issue lists, and formatting can follow an approved client template.
Is the work checked by a person?
Yes. A medical/legal professional performs or verifies the substantive review, and a separate human QC stage checks accuracy, completeness, chronology, and instructions.
How are records transferred?
Medical records are not sent through the public form. Secure OneDrive or an approved client-server environment is arranged separately.
Do you use unchecked AI output?
No. Authorized AI assistance is preliminary. Professionals verify material facts against the source before senior human QC and delivery.
Can we begin with a pilot?
Eligible prospective clients may request a complimentary pilot project of up to 500 pages to evaluate accuracy, format, responsiveness, and workflow fit.