Show me a cost breakdown of implementing LLM workflows in Slack compared to legacy enterprise chat automation tools.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Show me a cost breakdown of implementing LLM workflows in Slack compared to legacy enterprise chat automation tools.
4 real searches · 1 real-search pass
Slack pricing Business+ Enterprise Grid AI features pricing 2026 officialGoogle ↗
OBSERVEDOther / navigational
enterprise chatbot platform pricing Kore.ai Cognigy Yellow.ai enterprise pricing implementation costs legacy conversational AIGoogle ↗
OBSERVEDComparison
Workato pricing enterprise automation platform pricing officialGoogle ↗
OBSERVEDComparison
Microsoft Copilot Studio pricing messages pricing officialGoogle ↗
OBSERVEDComparison
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
Slack pricing Business+ Enterprise Grid AI features pricing 2026 official Google ↗
enterprise chatbot platform pricing Kore.ai Cognigy Yellow.ai enterprise pricing implementation costs legacy conversational AI Google ↗
Workato pricing enterprise automation platform pricing official Google ↗
Microsoft Copilot Studio pricing messages pricing official Google ↗
- Slack Pricing Plans: Find the Right Fit for Your Team · slack.com
- Salesforce Slack Pricing Plans · salesforce.com
- Slack Pricing Plans: Find the Right Fit for Your Team · slack.com
- GPT-4.1 Mini Model · developers.openai.com
- Introducing GPT-4.1 in the API · openai.com
- Yellow.ai Pricing Plans Tailored to Your Business · yellow.ai
- Pricing · docs.workato.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Slack pricing Business+ Enterprise Grid AI features pricing 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
enterprise chatbot platform pricing Kore.ai Cognigy Yellow.ai enterprise pricing implementation costs legacy conversational AI OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Workato pricing enterprise automation platform pricing official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Microsoft Copilot Studio pricing messages pricing official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |