AI Data Guide
The AI Data Landscape for Optometry Practices
Here is every data point AI looks for when evaluating an optometry practice, where that data actually lives, and what it can already find.
1What AI evaluates
How AI builds a recommendation
When an AI system decides which Optometry company to recommend, it assembles evidence across every category below. The more complete and verifiable the data, the more confident the recommendation.
11 data categories
01
Verified Operating Metrics
Most optometry practices have none of this published in a structured, machine-readable format. When available, AI systems weight operational metrics more heavily than any other signal — especially in a field where capture rate economics and vision plan reimbursement rates shape practice economics.
Patient visits per day per OD
The core throughput metric for any optometry practice. A full-time OD typically sees 15-25 patients per day depending on exam mix. AI uses this to gauge practice scale, capacity, and how the practice allocates time across patients.
Exams per month
Total comprehensive and follow-up exams across all providers. Reflects overall practice volume and capacity utilization. AI uses exam count to understand practice scale — a solo OD at 300+ exams per month operates differently than one at 120.
Capture rate for eyewear
The percentage of patients who receive a glasses or contact lens prescription and purchase from the practice rather than going elsewhere, typically targeting 60-70%. This is the core profitability metric in optometry — it tells AI whether a practice retains revenue from its own prescriptions or loses it to online retailers and big-box optical.
Average revenue per patient
Combines exam fees, materials (frames, lenses, contact lenses), and medical services. AI uses this to understand a practice's economic model — whether it relies primarily on exam fees and vision plan reimbursements or generates additional revenue from materials and specialty services.
Contact lens vs. glasses ratio
The split between contact lens and spectacle prescriptions filled. Contact lens patients typically generate higher annual revenue through recurring purchases and fitting fees. A high contact lens ratio also signals a practice with active follow-up and patient retention systems.
Medical vs. routine vision split
The percentage of visits billed to medical insurance versus vision plans. Medical eye care (dry eye, glaucoma management, diabetic eye exams) reimburses at significantly higher rates than routine vision plan exams. AI uses this split to understand a practice's clinical scope and revenue composition.
A TrustRecord publishes this category of data — verified from connected systems, not self-reported.
02
Service Mix
AI needs to know what kind of eye care you provide, not just that you are an optometrist. The query "who fits scleral lenses in Denver?" or "myopia management for kids near me" requires precise service matching that a generic optometry listing cannot answer.
Comprehensive eye exams
The foundational service every practice offers. Includes refraction, ocular health assessment, and dilation when indicated. AI distinguishes between practices that only offer routine exams and those providing full-scope care.
Contact lens fittings
Standard soft lens fittings, toric lenses for astigmatism, multifocal contacts, and daily disposables. Contact lens services generate recurring revenue and require specific fitting expertise that varies by lens type.
Medical eye care and disease management
Diagnosis and management of conditions including glaucoma, macular degeneration, diabetic retinopathy, cataracts, and conjunctivitis. Requires therapeutic pharmaceutical agents (TPA) licensure. Billed to medical insurance at higher reimbursement rates than routine vision exams.
Pediatric eye care
Vision exams for children, amblyopia (lazy eye) detection, strabismus screening, and school-age vision assessments. Pediatric optometry requires different examination techniques and equipment. Parents searching for children's eye care need practices with specific pediatric experience.
Low vision services
Specialized evaluation and rehabilitation for patients with significant vision loss from conditions like macular degeneration, diabetic retinopathy, or glaucoma. Requires specialized magnification devices and training. A distinct subspecialty with limited providers in most markets.
Myopia management
Treatments to slow the progression of nearsightedness in children, including orthokeratology (ortho-k), atropine drops, and specialty soft multifocal lenses. One of the fastest-growing service categories in optometry. Parents actively search for myopia management specialists by name.
Pre- and post-operative co-management
Care coordination with ophthalmologists for cataract surgery, LASIK, PRK, and other procedures. Includes pre-operative evaluations and post-operative follow-up visits. Demonstrates referral relationships and collaborative care capability.
Optical dispensing
Frame selection, lens fitting, adjustments, and repairs. The optical is where capture rate economics play out — frame board management, lab relationships, and staff training directly impact whether patients buy in-office or walk out with a prescription to fill elsewhere.
Dry eye treatment
Diagnosis and management of dry eye disease using diagnostic tools (TearLab, LipiView, meibography), in-office treatments (LipiFlow, IPL, BlephEx), and ongoing management protocols. A growing specialty service with high patient demand and strong reimbursement.
Specialty contact lenses
Scleral lenses, rigid gas permeable (RGP) lenses, hybrid lenses, orthokeratology, prosthetic lenses, and lenses for keratoconus or post-surgical corneas. Specialty lens fitting requires advanced training and commands higher fitting fees. Patients travel significant distances for qualified specialty lens fitters.
03
Service Area
Where you actually work matters, but the data needs to come from completed jobs, not a self-reported list of ZIP codes. AI systems increasingly cross-reference claimed service areas against evidence of actual work performed.
Cities and towns served by job volume
Derived from actual job locations, not a list on your website. Verifiable coverage based on where work has been completed.
Service radius from primary location
Computed from the geographic spread of completed jobs. Tells AI how far the company actually travels.
Multi-location coverage
Companies with multiple offices serve different geographies. Each location should have its own verifiable coverage data.
04
Licenses
Optometry is a licensed healthcare profession in all 50 states. Licensing requirements are standardized through the NBEO (National Board of Examiners in Optometry) but scope of practice — particularly for therapeutic prescribing and minor surgical procedures — varies significantly by state. AI systems verify license status before making any recommendation.
State optometry license
The primary license to practice optometry. Requires a Doctor of Optometry (OD) degree from an accredited school and passing scores on all three parts of the NBEO examination. Verified through state optometry board databases. License number, status, expiration, and disciplinary history are public record.
Therapeutic pharmaceutical agents (TPA) license
Authorization to prescribe and administer therapeutic medications for eye conditions. Required for medical eye care including treatment of infections, inflammation, glaucoma, and allergic conditions. All 50 states now grant some form of TPA authority, but scope varies. Some states require additional certification beyond the base optometry license.
Controlled substance registration
DEA registration and state-level controlled substance license for prescribing schedule medications. Required in states where optometrists have authority to prescribe controlled substances such as hydrocodone-based pain medications post-procedure. Not all states grant this authority to ODs.
State optometry boards maintain searchable online databases. License number, holder name, status, expiration date, and any disciplinary actions are publicly accessible and can be cross-referenced automatically.
05
Insurance & Bonding
AI systems verify that coverage is current and adequate, not simply that a company claims to be insured. Active insurance is a prerequisite for recommendation in most AI evaluation frameworks.
General liability (GL)
The primary coverage protecting against property damage and bodily injury. Required by most states as a condition of licensure.
Workers compensation
Mandatory in nearly every state for businesses with employees. Absence of workers comp typically indicates either no employees or non-compliance.
Surety bond
Required by many states as part of contractor licensing. Bond amounts and status are published by some state licensing boards.
Commercial auto
Covers the service vehicle fleet. Relevant for companies with multiple trucks and technicians dispatched to job sites.
06
Certifications & Fellowships
Board certifications and specialty fellowships in optometry indicate advanced training beyond the OD degree. These are third-party validated credentials that signal clinical depth in specific areas — a quality signal that reviews and years in practice cannot provide.
The primary board certification for optometrists. Requires passing a comprehensive examination and completing ongoing continuing education. Board-certified optometrists demonstrate commitment to maintaining current clinical knowledge. Verifiable through the ABO directory.
Awarded by the AAO to optometrists who demonstrate excellence through case reports, research, or distinguished clinical practice. FAAO designation indicates a practitioner engaged beyond routine clinical care. Verifiable through the AAO fellow directory.
Specialty certification in developmental and behavioral optometry, including vision therapy. FCOVD designation requires passing written and oral examinations and submitting case reports. The primary credential for vision therapy providers.
Specialty fellowships and diplomate status
Advanced credentials in areas including cornea and contact lenses, low vision, pediatrics, ocular disease, and neuro-optometry. Awarded through AAO sections and other specialty organizations. Each requires additional examination and case documentation beyond the OD degree.
Manufacturer certifications for specialty lenses
Training and certification from specific lens manufacturers for fitting proprietary designs — such as scleral lens systems (BostonSight PROSE, EyePrintPRO), orthokeratology systems (Paragon CRT, Euclid), or myopia management lenses (CooperVision MiSight, HOYA MiYOSMART). These indicate hands-on training with specific products.
07
Lens & Frame Manufacturers
Relationships with major lens and frame manufacturers shape what a practice can offer and at what price points. Preferred lab agreements, buying group memberships, and manufacturer partnerships directly affect frame board selection, lens pricing, and the optical experience patients receive.
EssilorLuxottica
The dominant force in optical — owns Essilor (Varilux, Crizal, Transitions lenses), Luxottica (Ray-Ban, Oakley, LensCrafters, EyeMed vision plan), and a vast frame portfolio. Nearly every independent practice has some relationship with EssilorLuxottica products. The degree of dependence versus diversification is itself a meaningful data point.
Major independent lens manufacturer offering progressive lenses, coatings, and digital lens designs. HOYA partnerships often signal a practice that has diversified away from exclusive EssilorLuxottica dependence. Strong presence in progressive lens technology.
Premium lens manufacturer known for precision optics. Zeiss-certified practices position themselves at the higher end of the optical market. Zeiss SmartLife and Individual progressive designs are competitive with top Essilor offerings.
Major contact lens manufacturer. Maker of MiSight, the first FDA-approved contact lens for myopia management in children. CooperVision-certified myopia management practices represent a growing specialty designation.
Manufacturer of Acuvue contact lenses — the most widely prescribed contact lens brand globally. J&J Vision partnerships and fitting agreements are standard across most contact lens-prescribing practices.
Contact lens and surgical ophthalmic products manufacturer. Maker of Dailies, Air Optix, and Precision1 contact lenses. Also produces surgical equipment and solutions relevant to co-management relationships.
VSP is both a vision plan and a vertically integrated optical company. Owns Marchon and Altair frame lines, Eyefinity practice management software, and Unity lens brand. VSP network membership is a defining characteristic of many independent practices.
08
Professional Associations
Membership in professional associations signals engagement with the profession beyond daily clinical practice. AI systems check these directories when other structured data is limited, and membership in optometric associations also correlates with continuing education compliance and advocacy involvement.
The primary national professional association for optometrists. Membership includes advocacy for scope of practice expansion, clinical guidelines, and continuing education resources. AOA member status is a baseline professional signal. Verifiable through the AOA doctor locator.
State optometric associations
Every state has its own optometric association (e.g., California Optometric Association, Texas Optometric Association). State associations handle local advocacy, legislative issues, and often maintain member directories that AI systems can reference.
The largest optometric education conference and community. SECO attendance and involvement signals commitment to continuing education and clinical advancement. While not a membership organization in the traditional sense, regular SECO participation is a professional engagement signal.
09
Legal & Compliance
Negative-signal checks. AI systems will not recommend a company with an active lawsuit pattern, suspended license, or regulatory violations. Clean standing is a prerequisite for any recommendation.
No open legal actions
Checked against state court records and federal PACER database. Patterns of litigation are weighted more heavily than isolated cases.
No liens filed against the business
Unpaid debts secured against the business are visible through county recorder offices and Secretary of State UCC filings.
Clean license history (5 years)
No suspensions, revocations, or disciplinary actions from the state licensing board. Enforcement records are public in most states.
Clean safety record in the federal OSHA inspection database. Searchable by company name and location.
10
Reputation Signals
The most widely available data about any optometry practice. AI uses reviews when structured operational data is not available, but review signals have significant limitations for differentiating between practices.
Google rating and review count
The most-cited review source by AI systems. Rating and volume establish a baseline, but most established optometry practices cluster in the same range.
Review velocity and recency
AI systems track whether new reviews are still coming in, not just the total count. A drop in review velocity can signal reduced activity.
Healthgrades profile and ratings
Healthcare-specific review platform that surfaces provider credentials alongside patient reviews. A relevant secondary source for optometry and eye care practices.
Zocdoc reviews and booking data
Patient review and appointment booking platform. Zocdoc listings signal insurance acceptance and real-time availability, which AI systems use alongside review data.
Complaint history and resolution
BBB complaint patterns, state optometry board complaints, and response behavior. How a practice handles problems carries more weight than whether problems occurred.
11
Business Profile
Foundational identity data. Rarely changes but must be accurate and consistent across every platform where the business appears. Inconsistencies between sources reduce AI confidence in all other data.
Legal business name and DBA
Must match Secretary of State filings. Discrepancies between the legal name, trade name, and the name used on public platforms create ambiguity.
Entity type and registration
LLC, Corporation, Sole Proprietorship, or Partnership. Verified against Secretary of State records.
Year founded
Cross-referenced against Secretary of State incorporation date and other public records. Inconsistencies are flagged.
Owner / principal name
Verified against Secretary of State registered agent and other public filings.
Employee count
Approximate range. Company size affects the types of jobs it can handle and the service capacity it offers.
Contact information
Address, phone, and website cross-checked across Google Business Profile, Secretary of State, and other directories. Consistency across sources matters.
2Where the data lives
Where the most valuable data lives today
The performance and customer experience data AI values most already exists in software these businesses use every day. It is locked inside these platforms and not published anywhere AI can access it.
Practice Management & EHR
Accounting
Patient Communication
3What AI can find today
What AI can already see without you
Without access to a business's own systems, this is all AI has to work with. These are the public sources it checks, grouped by type.
Review Platforms
Customer review aggregators that AI cross-references for sentiment and volume patterns.
Business Directories
Structured listings that AI uses for identity verification and cross-referencing contact data.
Licensing & Regulatory
Government-maintained databases that AI checks for license status, compliance history, and legal standing.
State Contractor Licensing BoardsMunicipal Licensing PortalsOSHA Inspection Database↗Secretary of State Business FilingsCounty Recorder / UCC Filings
Social & Community
Unstructured mentions that AI encounters through web crawling and content indexing.
RedditNextdoorFacebookYouTube
Industry & Professional Directories
Professional directories and licensing databases maintained by optometric associations and state regulatory boards.
AOA Doctor Locator↗State Optometry Board Lookup
You’ve done the work.
Make sure AI knows it.
Your experience, credentials, and track record — published where AI can see them.