What do Austin-based handymen usually charge to connect a new smart lighting system to voice commands?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do Austin-based handymen usually charge to connect a new smart lighting system to voice commands?
3 real searches · 1 real-search pass
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.
Searches and sources
ChatGPT3 real searches · gpt-6
Austin TX handyman rates smart home installation smart lighting voice assistant setup cost 2026 Google ↗
handyman smart home installation Google ↗
smart lighting installation electricians Google ↗
- How Much Does It Cost to Hire a Handyman in Austin, TX? · angi.com
- Austin Handyman Rates 2026: What You'll Actually Pay (and Why) · handyit.co
- Handyman Cost in Austin, TX (2026 Price Guide) · localfixcost.com
- Smart Home Installation in Austin · taskrabbit.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Austin TX handyman rates smart home installation smart lighting voice assistant setup cost 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
handyman smart home installation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
smart lighting installation electricians OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |