A look at how deepset is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.
deepset is cited in 1 of 38 AI answers. It is absent on Retrieval Augmented Generation, Enterprise Search, Ai Agent Platform.
AI answers fire on 97% of tracked queries, yet deepset is quoted in only 3% of them. When it does appear, it sits as a listed provider, rarely the lead source.
See the full query-by-query breakdown →
| Topic | Presence in AI answers | Buyer intent |
|---|---|---|
| Llm Orchestration Framework | Partial | positioning |
| Deepset | Partial | comparison |
| Retrieval Augmented Generation | Invisible | positioning |
| Enterprise Search | Invisible | positioning |
| Ai Agent Platform | Invisible | positioning |
| Intelligent Document Processing | Invisible | positioning |
Problem Aware. overview queries: deepset appears on 0 of 6 themes.
Solution Aware. Owned on few; absent on Retrieval Augmented Generation, Enterprise Search, Ai Agent Platform.
Alternatives. 11 themes name the brand without citing it; 26 queries answer without it at all.
Executed by AUQ for B2B SaaS teams with the same gaps this audit found.
39 queries across branded, positioning, and comparison intent. "Cited" means deepset's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.
| Query | Type | deepset in the AI answer | Top sources cited |
|---|---|---|---|
| best retrieval augmented generation | Positioning | Absent | codingscape.com, github.com, youtube.com |
| retrieval augmented generation vendors | Positioning | Named, not cited | goodfirms.co, aws.amazon.com, marketsandmarkets.com |
| retrieval augmented generation solutions | Positioning | Named, not cited | aws.amazon.com, codingscape.com, databricks.com |
| retrieval augmented generation software | Positioning | Absent | youtube.com, ibm.com, intel.com |
| retrieval augmented generation platform | Positioning | Absent | airia.com, codingscape.com, snowflake.com |
| top retrieval augmented generation providers | Positioning | Named, not cited | meilisearch.com, marketsandmarkets.com, aws.amazon.com |
| retrieval augmented generation comparison | Positioning | Absent | youtube.com, upstash.com, cloud.google.com |
| best enterprise search | Positioning | Absent | glean.com, kore.ai, gartner.com |
| enterprise search vendors | Positioning | Absent | glean.com, gartner.com, gosearch.ai |
| enterprise search solutions | Positioning | No AI answer | |
| enterprise search software | Positioning | Absent | glean.com, elastic.co, coveo.com |
| enterprise search platform | Positioning | Absent | elastic.co, glean.com, coveo.com |
| top enterprise search providers | Positioning | Absent | glean.com, alpha-sense.com, kore.ai |
| enterprise search comparison | Positioning | Absent | actionsync.ai, gartner.com, guideflow.com |
| best ai agent platform | Positioning | Absent | salesforce.com, vellum.ai, gumloop.com |
| ai agent platform vendors | Positioning | Absent | gumloop.com, forbes.com, salesforce.com |
| ai agent platform solutions | Positioning | Absent | salesforce.com, retellai.com, vellum.ai |
| ai agent platform software | Positioning | Absent | salesforce.com, gumloop.com, youtube.com |
| ai agent platform platform | Positioning | Absent | salesforce.com, patronus.ai, agent.ai |
| top ai agent platform providers | Positioning | Absent | gumloop.com, salesforce.com, truefoundry.com |
| ai agent platform comparison | Positioning | Absent | patronus.ai, gumloop.com, vellum.ai |
| best intelligent document processing | Positioning | Absent | extend.ai, vao.world, flowwright.com |
| intelligent document processing vendors | Positioning | Absent | reddit.com, adoption.microsoft.com, aws.amazon.com |
| intelligent document processing solutions | Positioning | Absent | adoption.microsoft.com, aws.amazon.com, abbyy.com |
| intelligent document processing software | Positioning | Absent | adoption.microsoft.com, gartner.com, aws.amazon.com |
| intelligent document processing platform | Positioning | Absent | gartner.com, microsoft.com, youtube.com |
| top intelligent document processing providers | Positioning | Absent | extend.ai, turian.ai, aws.amazon.com |
| intelligent document processing comparison | Positioning | Absent | gartner.com, adoption.microsoft.com, databricks.com |
| best llm orchestration framework | Positioning | Named, not cited | zenml.io, orq.ai, langchain.com |
| llm orchestration framework vendors | Positioning | Named, not cited | domo.com, youtube.com, orq.ai |
| llm orchestration framework solutions | Positioning | Named, not cited | medium.com, youtube.com, factory.fpt.ai |
| llm orchestration framework software | Positioning | Named, not cited | aimultiple.com, youtube.com, medium.com |
| llm orchestration framework platform | Positioning | Absent | rasa.com, youtube.com, zapier.com |
| top llm orchestration framework providers | Positioning | Named, not cited | aimultiple.com, ibm.com, domo.com |
| llm orchestration framework comparison | Positioning | Absent | reddit.com, youtube.com, ibm.com |
| alternatives to deepset | Comparison | Named, not cited | haystack.deepset.ai, slashdot.org, peliqan.io |
| deepset vs LangChain | Comparison | Named, not cited | peliqan.io, langchain.com, youtube.com |
| deepset vs LlamaIndex | Comparison | Named, not cited | youtube.com, zenml.io, medium.com |
| deepset vs Cohere | Comparison | Cited | haystack.deepset.ai, docs.cohere.com, cbinsights.com |
deepset is cited in 1 of the 38 AI answers we triggered.
deepset presents as retrieval augmented generation, enterprise search, ai agent platform, intelligent document processing, llm orchestration framework. AI Overviews cite it on few queries and it is absent on Retrieval Augmented Generation, Enterprise Search, Ai Agent Platform.
Impact high · effort medium · 30 to 60 days
Impact medium · effort low · 0 to 30 days
Impact high · effort medium · 30 to 90 days
The Sovereign AI Platform for Agents book demo Products and Services Overview Haystack Haystack Enterprise Starter Haystack Enterprise Platform Haystack Enterprise Platform Trial Solutions Technical solutions AI Agents Retrieval Augmented Gdeepset.ai, 2026
Differentiators it leads with: Haystack, Retrieval Augmented Generation, Enterprise Search, Ai Agent Platform.
Rarely cited as a source in AI answers.
Appears alongside youtube.com, reddit.com, medium.com.
| Domain AI cites | Pages | Context |
|---|---|---|
| youtube.com | 25 | Cited on 25 of the queries we tested. |
| reddit.com | 22 | Cited on 22 of the queries we tested. |
| medium.com | 19 | Cited on 19 of the queries we tested. |
| aws.amazon.com | 14 | Cited on 14 of the queries we tested. |
| gartner.com | 11 | Cited on 11 of the queries we tested. |
| ibm.com | 10 | Cited on 10 of the queries we tested. |
| cloud.google.com | 9 | Cited on 9 of the queries we tested. |
| aimultiple.com | 9 | Cited on 9 of the queries we tested. |
| langchain.com | 9 | Cited on 9 of the queries we tested. |
| kore.ai | 8 | Cited on 8 of the queries we tested. |
See which queries each peer won →
Brands and domains Google's AI cites in place of deepset on the queries where it is absent. Observed, not chosen.
| Peer | How AI frames it |
|---|---|
| youtube.com | Cited on 25 of the tested queries. |
| reddit.com | Cited on 22 of the tested queries. |
| medium.com | Cited on 19 of the tested queries. |
| aws.amazon.com | Cited on 14 of the tested queries. |
| gartner.com | Cited on 11 of the tested queries. |
| ibm.com | Cited on 10 of the tested queries. |
| cloud.google.com | Cited on 9 of the tested queries. |
| aimultiple.com | Cited on 9 of the tested queries. |