We need to build custom internal chatbots on a tight budget so should we use OpenAI APIs directly or pay for a wrapper platform like Voiceflow
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to build custom internal chatbots on a tight budget so should we use OpenAI APIs directly or pay for a wrapper platform like Voiceflow
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
OpenAI API pricing official GPT models pricing 2026 Google ↗
Voiceflow pricing plans official 2026 AI agents Google ↗
Voiceflow knowledge base integrations analytics team collaboration pricing official Google ↗
- Pricing · voiceflow.com
- Pricing · platform.openai.com
- Pricing · developers.openai.com
- Explore Dify · dify.ai
- Explore Flowise · flowiseai.com
- Explore Langflow · langflow.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI API pricing official GPT models pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Voiceflow pricing plans official 2026 AI agents OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Voiceflow knowledge base integrations analytics team collaboration pricing official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |