Real ChatGPT answer + Gemini simulation · index seedogsMqeyCryUcompleteAI OverviewParenting and family · elder careinformational
How much does a complete home safety assessment by an occupational therapist cost and does health insurance cover it?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
33
3 in ≥ half the passes · stability 36%
ChatGPT real searches predicted
100%
3 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
How much does a complete home safety assessment by an occupational therapist cost and does health insurance cover it?
33 unique queries · 3 passes
comparative assessment costs
2 queries · 4 hits
medicare coverage guidelines
1 query · 2 hits
does medicare cover occupational therapy home safety evaluation2xGoogle ↗
RELATED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 33 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT3 real searches · gpt-6100% predicted
occupational therapist home safety assessment cost Virginia comprehensive home evaluation price 2026 Google ↗
Medicare coverage occupational therapy home safety assessment home health medically necessary homebound home modification assessment Google ↗
Virginia health insurance coverage occupational therapy home safety evaluation private insurance Medicaid home modifications Google ↗
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
33 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
occupational therapist home safety assessment cost REFORMULATION | Google ↗ AI Mode ↗ | Find out the direct pricing for hiring an occupational therapist to evaluate home safety. | — | pricing_page | comparative assessment costs | 2x of 3 | |
does medicare cover occupational therapy home safety evaluation RELATED | Google ↗ AI Mode ↗ | Determine if public health insurance options like Medicare pay for home assessments by OTs. | — | faq_page | medicare coverage guidelines | 2x of 3 | |
certified aging in place specialist cost vs occupational therapist COMPARATIVE | Google ↗ AI Mode ↗ | Compare pricing between CAPS certified contractors and clinical occupational therapists for home inspections. | — | comparison_table | comparative assessment costs | 2x of 3 | |
occupational therapist home safety evaluation cost REFORMULATION | Google ↗ AI Mode ↗ | Find the average direct out-of-pocket costs for a home safety assessment performed by a licensed occupational therapist. | — | pricing_page | comparative assessment costs | 1x of 3 | |
does medicare cover occupational therapy home safety assessment RELATED | Google ↗ AI Mode ↗ | Determine if federal health insurance like Medicare Part B pays for occupational therapy home evaluations. | — | faq_page | medicare coverage guidelines | 1x of 3 | |
private health insurance coverage for ot home modification evaluation RELATED | Google ↗ AI Mode ↗ | Understand if private health insurance plans reimburse for occupational therapy home assessments. | — | web_article | private insurance and medicaid coverage | 1x of 3 | |
what does an occupational therapist home assessment include IMPLICIT | Google ↗ AI Mode ↗ | Understand the scope of services provided during a complete home safety assessment. | — | checklist | assessment process and referrals | 1x of 3 | |
ot home assessment out of pocket price REFORMULATION | Google ↗ AI Mode ↗ | Learn the average fees charged by independent occupational therapists for home modifications and assessments. | — | web_article | out of pocket billing codes | 1x of 3 | |
what to expect during an occupational therapy home safety visit IMPLICIT | Google ↗ AI Mode ↗ | Learn the actual procedures and evaluations conducted during an occupational therapist's home visit. | — | how_to_steps | assessment process and referrals | 1x of 3 | |
private health insurance home safety assessment coverage RELATED | Google ↗ AI Mode ↗ | Check if commercial health insurance plans reimburse for occupational therapy home visits. | — | web_article | private insurance and medicaid coverage | 1x of 3 | |
what is included in an occupational therapist home safety assessment IMPLICIT | Google ↗ AI Mode ↗ | Understand what services and evaluations are actually performed during a home safety visit. | — | checklist | assessment process and referrals | 1x of 3 | |
occupational therapist vs physical therapist home safety assessment cost COMPARATIVE | Google ↗ AI Mode ↗ | Compare the costs and differences between hiring an occupational therapist versus a physical therapist for home safety. | — | comparison_table | comparative assessment costs | 1x of 3 | |
aging in place home modification consultation fees ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore related professional consultation services for making a home accessible for seniors. | — | buyers_guide | aging in place consultations | 1x of 3 | |
occupational therapist vs physical therapist home safety evaluation COMPARATIVE | Google ↗ AI Mode ↗ | Compare whether an occupational therapist or a physical therapist is better suited for a home safety assessment. | — | comparison_table | comparative assessment costs | 1x of 3 | |
aging in place home modification consultation services ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify broader professional services and certified specialists who evaluate homes for elderly residents. | — | buyers_guide | aging in place consultations | 1x of 3 | |
occupational therapist vs general contractor home safety inspection COMPARATIVE | Google ↗ AI Mode ↗ | Compare the benefits and costs of getting an evaluation from a medical professional versus a builder. | — | comparison_table | comparative assessment costs | 1x of 3 | |
aging in place home modifications occupational therapist ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore broader home modification strategies and professional services related to senior aging in place. | — | buyers_guide | aging in place consultations | 1x of 3 | |
can I get a free home safety assessment for seniors PERSONALIZED | Google ↗ AI Mode ↗ | Discover free or subsidized alternatives to paid occupational therapist home assessments. | — | checklist | free senior safety checks | 1x of 3 | |
i need someone to check my elderly parents house for fall risks who to hire PERSONALIZED | Google ↗ AI Mode ↗ | Find the appropriate professional service to evaluate fall hazards in a family member's home. | — | forum/qna | free senior safety checks | 1x of 3 | |
private health insurance coverage for ot home evaluation RELATED | Google ↗ AI Mode ↗ | Find out if private health insurance policies reimburse occupational therapy home safety assessments. | — | web_article | private insurance and medicaid coverage | 1x of 3 | |
cota home assessment CPT codes billing REFORMULATION | Google ↗ AI Mode ↗ | Find medical billing codes associated with occupational therapy home evaluations for insurance claims. | — | api_reference | out of pocket billing codes | 1x of 3 | |
out of pocket cost for occupational therapy home visit REFORMULATION | Google ↗ AI Mode ↗ | Discover average hourly or flat rates for private-pay occupational therapy home visits. | — | pricing_page | out of pocket billing codes | 1x of 3 | |
how to get a doctor referral for occupational therapy home visit IMPLICIT | Google ↗ AI Mode ↗ | Find out the administrative steps required to get insurance coverage for an occupational therapist home assessment. | — | how_to_steps | assessment process and referrals | 1x of 3 | |
best home safety assessment tools occupational therapy RELATED | Google ↗ AI Mode ↗ | Review the standardized assessment tools and screeners used by occupational therapists in homes. | — | pdf_whitepaper | assessment process and referrals | 1x of 3 | |
medicaid waiver home modification assessment coverage RELATED | Google ↗ AI Mode ↗ | Check if state Medicaid programs cover environmental accessibility evaluations by therapists. | — | pdf_whitepaper | private insurance and medicaid coverage | 1x of 3 | |
how to get a doctor referral for occupational therapy home evaluation IMPLICIT | Google ↗ AI Mode ↗ | Learn the administrative steps required to secure insurance coverage for a home safety assessment. | — | how_to_steps | assessment process and referrals | 1x of 3 | |
find certified aging in place specialist occupational therapist ENTITY EXPANSION | Google ↗ AI Mode ↗ | Locate specialized occupational therapists who hold credentials in home modifications and safety. | — | map/local_pack | aging in place consultations | 1x of 3 | |
senior home safety inspection cost vs occupational therapy assessment COMPARATIVE | Google ↗ AI Mode ↗ | Compare the cost and quality of a general contractor home inspection versus a clinical occupational therapy evaluation. | — | comparison_table | comparative assessment costs | 1x of 3 | |
occupational therapy home evaluation CPT codes ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find the medical billing codes associated with occupational therapy home assessments. | — | api_reference | out of pocket billing codes | 1x of 3 | |
fall prevention home assessment checklist free download IMPLICIT | Google ↗ AI Mode ↗ | Find self-assessment tools to evaluate home safety without hiring a professional. | — | dataset | free senior safety checks | 1x of 3 | |
out of pocket medical expense reimbursement health savings account home modification RELATED | Google ↗ AI Mode ↗ | Learn if HSA or FSA accounts can be used to pay for occupational therapy home safety assessments. | — | faq_page | out of pocket billing codes | 1x of 3 | |
free home safety assessment programs for seniors RELATED | Google ↗ AI Mode ↗ | Find government or non-profit programs that offer home evaluations at no cost. | — | map/local_pack | free senior safety checks | 1x of 3 | |
i need a home safety check for my elderly parent insurance pay PERSONALIZED | Google ↗ AI Mode ↗ | Find out how to arrange and get insurance coverage for an aging parent's home safety assessment. | — | forum/qna | free senior safety checks | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 913 / 1,421 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 913 / 1,391 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 913 / 1,420 |