Real ChatGPT answer · index seedpjhrjZikwdocompleteB2B software · data and analytics platformscommercial

Procurement is pushing back hard on our Alteryx renewal and I need immediate negotiation tactics or comparable modern data stack alternatives that cost significantly less for data prep.

ChatGPTgpt-65 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Procurement is pushing back hard on our Alteryx renewal and I need immediate negotiation tactics or comparable modern data stack alternatives that cost significantly less for data prep.
5 real searches · 1 real-search pass
Alteryx renewal pricing negotiation alternatives KNIME pricing 2026 data preparation platformGoogle ↗
OBSERVEDComparison
KNIME Analytics Platform pricing commercial KNIME Business Hub pricing 2026Google ↗
OBSERVEDOther / navigational
dbt pricing plans 2026 data transformation pricing officialGoogle ↗
OBSERVEDComparison
Microsoft Power Query pricing Power BI Pro pricing 2026 officialGoogle ↗
OBSERVEDOther / navigational
open source data preparation alternatives Alteryx KNIME Dataiku pricing 2026Google ↗
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 (5)
Short factOther / navigational40%Comparison60%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
Alteryx renewal pricing negotiation alternatives KNIME pricing 2026 data preparation platform Google ↗
KNIME Analytics Platform pricing commercial KNIME Business Hub pricing 2026 Google ↗
dbt pricing plans 2026 data transformation pricing official Google ↗
Microsoft Power Query pricing Power BI Pro pricing 2026 official Google ↗
open source data preparation alternatives Alteryx KNIME Dataiku pricing 2026 Google ↗
  1. KNIME Pricing · knime.com
  2. Alteryx One Pricing · alteryx.com
  3. Power BI: Pricing Plan · microsoft.com
  4. dbt Pricing — start free, scale with your team · getdbt.com
  5. KNIME website · knime.com
  6. What licenses do you need to use dataflows - Power Query · learn.microsoft.com
  7. Power Query · powerquery.microsoft.com
  8. Data Preparation Tools Compared (2026): Desktop, Code-First, and Governed AI Pipelines · prophecy.ai
  9. dbt website · getdbt.com
  10. Pricing · getdbt.com
  11. DuckDB · duckdb.org
  12. Polars · pola.rs

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Alteryx renewal pricing negotiation alternatives KNIME pricing 2026 data preparation platform
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
KNIME Analytics Platform pricing commercial KNIME Business Hub pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
dbt pricing plans 2026 data transformation pricing official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Microsoft Power Query pricing Power BI Pro pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
open source data preparation alternatives Alteryx KNIME Dataiku pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1