Real ChatGPT answer · index seedoCuITSIQTmgcompleteB2B software · developer toolslocal

Where can I buy a physical voucher or get corporate sponsorship to cover the subscription cost of advanced developer tools for my new startup based in Durham?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where can I buy a physical voucher or get corporate sponsorship to cover the subscription cost of advanced developer tools for my new startup based in Durham?
2 real searches · 1 real-search pass
2026 startup credits sponsorship programs developer tools GitHub for Startups AWS Activate Microsoft for Startups Founders Hub Google for Startups CloudGoogle ↗
OBSERVEDOther / navigational
physical gift cards software subscriptions developer tools retail gift cards Durham North CarolinaGoogle ↗
OBSERVEDOther / navigational

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 (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
2026 startup credits sponsorship programs developer tools GitHub for Startups AWS Activate Microsoft for Startups Founders Hub Google for Startups Cloud Google ↗
physical gift cards software subscriptions developer tools retail gift cards Durham North Carolina Google ↗
  1. Apply for AWS Activate · aws.amazon.com
  2. Apply to Google for Startups · cloud.google.com
  3. Apply to Microsoft for Startups · microsoft.com
  4. Explore GitHub startup benefits · github.com
  5. Explore Cloudflare for Startups · cloudflare.com
  6. AWS Activate Credits · aws.amazon.com
  7. Startup Programs · creditforstartups.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 startup credits sponsorship programs developer tools GitHub for Startups AWS Activate Microsoft for Startups Founders Hub Google for Startups Cloud
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
physical gift cards software subscriptions developer tools retail gift cards Durham North Carolina
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1