Reviewed vendors ranked by the share of all the category's answers that name or cite them.
AI research assistants
AI research assistant rank
12 companies ranked by how often answers to recommendation questions name or cite them.
37.5%
Elicit ranks first
Recommendation prompt presence
12
Companies ranked
Aug 25
Snapshot recorded
2026 · Rotating schedule
24
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 12 companies by recommendation prompt presence
Elicit leads at 37.5%; the middle of the board sits at 4.2%.
- Ahead of second place
- 12.5%
- Held by the top three
- 73%
- Middle of the board
- 4.2%
- Below half the leader
- 10 of 12
Rank, name and recommendation prompt presenceMiddle 4.2%
- 1Elicit37.5%
- 2Perplexity25.0%
- 3Consensus16.7%
- 4scite8.3%
- 5SciSpace8.3%
- 6OpenAI Deep Research4.2%
- 7Semantic Scholar4.2%
- 8Gemini Deep Research4.2%
- 9Claude Research0.0%
- 10Genspark0.0%
- 11NotebookLM0.0%
- 12You.com ARI0.0%
cited as source: 0 on 9 of 12 rows · 24 checks behind each row · 100% confidence across rows.
| Rank | Name | Recommendation prompt presence | Mention coverage | Share of names | Engines | Change | Why |
|---|---|---|---|---|---|---|---|
| 01 | Elicit | 37.5% | 22.92% · 11 / 48 | 33.33% · 11 / 33 | 3 | This rankMy rank | |
| 02 | Perplexity | 25.0% | 16.67% · 8 / 48 | 24.24% · 8 / 33 | 2 | 1 | This rankMy rank |
| 03 | Consensus | 16.7% | 10.42% · 5 / 48 | 15.15% · 5 / 33 | 2 | 1 | This rankMy rank |
| 04 | scite | 8.3% | 4.17% · 2 / 48 | 6.06% · 2 / 33 | 1 | 3 | This rankMy rank |
| 05 | SciSpace | 8.3% | 4.17% · 2 / 48 | 6.06% · 2 / 33 | 1 | 1 | This rankMy rank |
| 06 | OpenAI Deep Research | 4.2% | 4.17% · 2 / 48 | 6.06% · 2 / 33 | 2 | 3 | This rankMy rank |
| 07 | Semantic Scholar | 4.2% | 4.17% · 2 / 48 | 6.06% · 2 / 33 | 1 | 2 | This rankMy rank |
| 08 | Gemini Deep Research | 4.2% | 2.08% · 1 / 48 | 3.03% · 1 / 33 | 1 | This rankMy rank | |
| 09 | Claude Research | 0.0% | 0% · 0 / 48 | 0% · 0 / 33 | 0 | 1 | This rankMy rank |
| 10 | Genspark | 0.0% | 0% · 0 / 48 | 0% · 0 / 33 | 0 | 1 | ShowingMy rank |
| 11 | NotebookLM | 0.0% | 0% · 0 / 48 | 0% · 0 / 33 | 0 | 5 | This rankMy rank |
| 12 | You.com ARI | 0.0% | 0% · 0 / 48 | 0% · 0 / 33 | 0 | This rankMy rank |
Why this rank
Genspark on AI Research Assistant Rank
Snapshot of Aug 25, 2026, 12:00 AM UTC · Link to this snapshot
Ranks a reviewed AI Research Assistants brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
10
Rank on this board
0 percent
Score
24
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Recommendation presence | 0 | 0 |
Moved up since the previous snapshot
+1 placesNo component moved since the previous snapshot.
Where each number comes from
13 public recordsAnthropic mention coverageAnthropic brand mention coverage · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["2df87bda-eacb-4eb9-bd0d-1029a93b9178","7489391a-dbb7-43d3-a80b-a306618ec8cd","2e950c6a-7829-4074-9ff6-e048bc2aed72","a8777b1c-ef8c-4548-aaa2-a1b1fbc1233f","adb0841e-627c-4a9b-8153-04aa204e7175","0328fad9-34de-4759-8d2d-033c62be4fb0","1eefd1ef-4647-43de-97c7-6faf29a0fc1c","6a18eae0-22d7-4149-aa4c-e63733468fe7","8027a07f-1d6b-4d1f-b7c4-9b9f4e7293a0","b9a96057-5244-4399-9fa2-7d595884c46a","34998710-0347-43a4-9352-781275cba26d","ae9ab466-5e6f-4fef-b8c6-6e5fcdec44a2","7cc8c8ee-7d03-46e8-92f1-e280df0bfc0e","c1bbd849-e38c-4df1-85af-124a5625aaef","f1ee4006-84bf-4521-b26f-301a2bde79af","1f5aabbd-e6e4-4370-b736-bed9a46166f8","6cb6a563-152a-42b9-9841-e578ad4a4592","2557d57d-d365-4d1e-aab6-cf75f1b16ba7","d19bf157-b109-4ce3-a723-6892d099effd","ced4821e-96e4-4cd8-8b58-55c2bca5f71a","5c36f78e-38ed-46ef-ae5e-c2a36bb3f32a","0257e18c-2182-4e78-a932-042e8438ea3d","ac157c1e-7f46-4d62-a832-a6f968c1673c","8ae7f0fc-529a-4a2b-9216-585e80cefb6a","ade6fb47-f50c-444c-bdb3-218d10f140ec","1361103a-1aee-4341-8f57-9dd29c6b8bf3","688893f6-94d3-4869-9833-addcc3fd1b96","42086c4f-9ee7-4886-879c-9c98b0f5db77","d38a1b8e-88b9-49e7-b893-8e0bbf77b445","5c9a25a9-ef8f-4e9a-87f2-01cab8825a44","17f2e5fb-46a0-4c1e-868a-053eddbe7263","2099c58d-ec3a-48da-8f84-6128a647dabf","bc1e9064-78fe-45fb-964f-e7ef5345a39c","15bdcadb-ccab-4703-a23d-d3d3a28c9b3b","bafcd005-0996-46cf-955e-0892100e4180","51add744-95b8-47ae-9c32-92c5d273ed2b","f3d434c1-bfce-41db-abbb-c3be87930f0f","e873aa0a-e54b-40d1-a08f-5043cee584c0","470aa61a-b6d5-463f-a298-1b1a0d102e8b","8bd747cd-896a-42d5-b267-08fcbd4fc298","5fb1764b-540a-468d-82dd-c5abb1777c45","537f8e2e-ac87-443b-8de8-50c9ef1ebb42","8a47a5d1-c49d-4348-9d60-461fba5c74ec","7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","a4985a90-176a-42e4-bf80-6530f9842e6b","23b2abd1-d00b-4256-9e17-f3f823f0c2e0","dc2512bd-3431-4799-bbab-da8a04b4774a"],"benchmarkVersion":"4-ai-research-assistants-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic recommendation-prompt presenceAnthropic brand recommendation presence · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["2df87bda-eacb-4eb9-bd0d-1029a93b9178","7489391a-dbb7-43d3-a80b-a306618ec8cd","2e950c6a-7829-4074-9ff6-e048bc2aed72","a8777b1c-ef8c-4548-aaa2-a1b1fbc1233f","adb0841e-627c-4a9b-8153-04aa204e7175","0328fad9-34de-4759-8d2d-033c62be4fb0","1eefd1ef-4647-43de-97c7-6faf29a0fc1c","6a18eae0-22d7-4149-aa4c-e63733468fe7","8027a07f-1d6b-4d1f-b7c4-9b9f4e7293a0","b9a96057-5244-4399-9fa2-7d595884c46a","34998710-0347-43a4-9352-781275cba26d","ae9ab466-5e6f-4fef-b8c6-6e5fcdec44a2","7cc8c8ee-7d03-46e8-92f1-e280df0bfc0e","c1bbd849-e38c-4df1-85af-124a5625aaef","f1ee4006-84bf-4521-b26f-301a2bde79af","1f5aabbd-e6e4-4370-b736-bed9a46166f8","6cb6a563-152a-42b9-9841-e578ad4a4592","2557d57d-d365-4d1e-aab6-cf75f1b16ba7","d19bf157-b109-4ce3-a723-6892d099effd","ced4821e-96e4-4cd8-8b58-55c2bca5f71a","5c36f78e-38ed-46ef-ae5e-c2a36bb3f32a","0257e18c-2182-4e78-a932-042e8438ea3d","ac157c1e-7f46-4d62-a832-a6f968c1673c","8ae7f0fc-529a-4a2b-9216-585e80cefb6a","ade6fb47-f50c-444c-bdb3-218d10f140ec","1361103a-1aee-4341-8f57-9dd29c6b8bf3","688893f6-94d3-4869-9833-addcc3fd1b96","42086c4f-9ee7-4886-879c-9c98b0f5db77","d38a1b8e-88b9-49e7-b893-8e0bbf77b445","5c9a25a9-ef8f-4e9a-87f2-01cab8825a44","17f2e5fb-46a0-4c1e-868a-053eddbe7263","2099c58d-ec3a-48da-8f84-6128a647dabf","bc1e9064-78fe-45fb-964f-e7ef5345a39c","15bdcadb-ccab-4703-a23d-d3d3a28c9b3b","bafcd005-0996-46cf-955e-0892100e4180","51add744-95b8-47ae-9c32-92c5d273ed2b","f3d434c1-bfce-41db-abbb-c3be87930f0f","e873aa0a-e54b-40d1-a08f-5043cee584c0","470aa61a-b6d5-463f-a298-1b1a0d102e8b","8bd747cd-896a-42d5-b267-08fcbd4fc298","5fb1764b-540a-468d-82dd-c5abb1777c45","537f8e2e-ac87-443b-8de8-50c9ef1ebb42","8a47a5d1-c49d-4348-9d60-461fba5c74ec","7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","a4985a90-176a-42e4-bf80-6530f9842e6b","23b2abd1-d00b-4256-9e17-f3f823f0c2e0","dc2512bd-3431-4799-bbab-da8a04b4774a"],"benchmarkVersion":"4-ai-research-assistants-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Citation shareCitation share · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["2df87bda-eacb-4eb9-bd0d-1029a93b9178","7489391a-dbb7-43d3-a80b-a306618ec8cd","2e950c6a-7829-4074-9ff6-e048bc2aed72","a8777b1c-ef8c-4548-aaa2-a1b1fbc1233f","adb0841e-627c-4a9b-8153-04aa204e7175","0328fad9-34de-4759-8d2d-033c62be4fb0","1eefd1ef-4647-43de-97c7-6faf29a0fc1c","6a18eae0-22d7-4149-aa4c-e63733468fe7","8027a07f-1d6b-4d1f-b7c4-9b9f4e7293a0","b9a96057-5244-4399-9fa2-7d595884c46a","34998710-0347-43a4-9352-781275cba26d","ae9ab466-5e6f-4fef-b8c6-6e5fcdec44a2","7cc8c8ee-7d03-46e8-92f1-e280df0bfc0e","c1bbd849-e38c-4df1-85af-124a5625aaef","f1ee4006-84bf-4521-b26f-301a2bde79af","1f5aabbd-e6e4-4370-b736-bed9a46166f8","6cb6a563-152a-42b9-9841-e578ad4a4592","2557d57d-d365-4d1e-aab6-cf75f1b16ba7","d19bf157-b109-4ce3-a723-6892d099effd","ced4821e-96e4-4cd8-8b58-55c2bca5f71a","5c36f78e-38ed-46ef-ae5e-c2a36bb3f32a","0257e18c-2182-4e78-a932-042e8438ea3d","ac157c1e-7f46-4d62-a832-a6f968c1673c","8ae7f0fc-529a-4a2b-9216-585e80cefb6a","ade6fb47-f50c-444c-bdb3-218d10f140ec","1361103a-1aee-4341-8f57-9dd29c6b8bf3","688893f6-94d3-4869-9833-addcc3fd1b96","42086c4f-9ee7-4886-879c-9c98b0f5db77","d38a1b8e-88b9-49e7-b893-8e0bbf77b445","5c9a25a9-ef8f-4e9a-87f2-01cab8825a44","17f2e5fb-46a0-4c1e-868a-053eddbe7263","2099c58d-ec3a-48da-8f84-6128a647dabf","bc1e9064-78fe-45fb-964f-e7ef5345a39c","15bdcadb-ccab-4703-a23d-d3d3a28c9b3b","bafcd005-0996-46cf-955e-0892100e4180","51add744-95b8-47ae-9c32-92c5d273ed2b","f3d434c1-bfce-41db-abbb-c3be87930f0f","e873aa0a-e54b-40d1-a08f-5043cee584c0","470aa61a-b6d5-463f-a298-1b1a0d102e8b","8bd747cd-896a-42d5-b267-08fcbd4fc298","5fb1764b-540a-468d-82dd-c5abb1777c45","537f8e2e-ac87-443b-8de8-50c9ef1ebb42","8a47a5d1-c49d-4348-9d60-461fba5c74ec","7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","a4985a90-176a-42e4-bf80-6530f9842e6b","23b2abd1-d00b-4256-9e17-f3f823f0c2e0","dc2512bd-3431-4799-bbab-da8a04b4774a"],"benchmarkVersion":"4-ai-research-assistants-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Engine breadthEngine breadth · observed Aug 25, 2026, 12:00 AM UTC0 engines100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["2df87bda-eacb-4eb9-bd0d-1029a93b9178","7489391a-dbb7-43d3-a80b-a306618ec8cd","2e950c6a-7829-4074-9ff6-e048bc2aed72","a8777b1c-ef8c-4548-aaa2-a1b1fbc1233f","adb0841e-627c-4a9b-8153-04aa204e7175","0328fad9-34de-4759-8d2d-033c62be4fb0","1eefd1ef-4647-43de-97c7-6faf29a0fc1c","6a18eae0-22d7-4149-aa4c-e63733468fe7","8027a07f-1d6b-4d1f-b7c4-9b9f4e7293a0","b9a96057-5244-4399-9fa2-7d595884c46a","34998710-0347-43a4-9352-781275cba26d","ae9ab466-5e6f-4fef-b8c6-6e5fcdec44a2","7cc8c8ee-7d03-46e8-92f1-e280df0bfc0e","c1bbd849-e38c-4df1-85af-124a5625aaef","f1ee4006-84bf-4521-b26f-301a2bde79af","1f5aabbd-e6e4-4370-b736-bed9a46166f8","6cb6a563-152a-42b9-9841-e578ad4a4592","2557d57d-d365-4d1e-aab6-cf75f1b16ba7","d19bf157-b109-4ce3-a723-6892d099effd","ced4821e-96e4-4cd8-8b58-55c2bca5f71a","5c36f78e-38ed-46ef-ae5e-c2a36bb3f32a","0257e18c-2182-4e78-a932-042e8438ea3d","ac157c1e-7f46-4d62-a832-a6f968c1673c","8ae7f0fc-529a-4a2b-9216-585e80cefb6a","ade6fb47-f50c-444c-bdb3-218d10f140ec","1361103a-1aee-4341-8f57-9dd29c6b8bf3","688893f6-94d3-4869-9833-addcc3fd1b96","42086c4f-9ee7-4886-879c-9c98b0f5db77","d38a1b8e-88b9-49e7-b893-8e0bbf77b445","5c9a25a9-ef8f-4e9a-87f2-01cab8825a44","17f2e5fb-46a0-4c1e-868a-053eddbe7263","2099c58d-ec3a-48da-8f84-6128a647dabf","bc1e9064-78fe-45fb-964f-e7ef5345a39c","15bdcadb-ccab-4703-a23d-d3d3a28c9b3b","bafcd005-0996-46cf-955e-0892100e4180","51add744-95b8-47ae-9c32-92c5d273ed2b","f3d434c1-bfce-41db-abbb-c3be87930f0f","e873aa0a-e54b-40d1-a08f-5043cee584c0","470aa61a-b6d5-463f-a298-1b1a0d102e8b","8bd747cd-896a-42d5-b267-08fcbd4fc298","5fb1764b-540a-468d-82dd-c5abb1777c45","537f8e2e-ac87-443b-8de8-50c9ef1ebb42","8a47a5d1-c49d-4348-9d60-461fba5c74ec","7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","a4985a90-176a-42e4-bf80-6530f9842e6b","23b2abd1-d00b-4256-9e17-f3f823f0c2e0","dc2512bd-3431-4799-bbab-da8a04b4774a"],"benchmarkVersion":"4-ai-research-assistants-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Mention coverageMention coverage · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["2df87bda-eacb-4eb9-bd0d-1029a93b9178","7489391a-dbb7-43d3-a80b-a306618ec8cd","2e950c6a-7829-4074-9ff6-e048bc2aed72","a8777b1c-ef8c-4548-aaa2-a1b1fbc1233f","adb0841e-627c-4a9b-8153-04aa204e7175","0328fad9-34de-4759-8d2d-033c62be4fb0","1eefd1ef-4647-43de-97c7-6faf29a0fc1c","6a18eae0-22d7-4149-aa4c-e63733468fe7","8027a07f-1d6b-4d1f-b7c4-9b9f4e7293a0","b9a96057-5244-4399-9fa2-7d595884c46a","34998710-0347-43a4-9352-781275cba26d","ae9ab466-5e6f-4fef-b8c6-6e5fcdec44a2","7cc8c8ee-7d03-46e8-92f1-e280df0bfc0e","c1bbd849-e38c-4df1-85af-124a5625aaef","f1ee4006-84bf-4521-b26f-301a2bde79af","1f5aabbd-e6e4-4370-b736-bed9a46166f8","6cb6a563-152a-42b9-9841-e578ad4a4592","2557d57d-d365-4d1e-aab6-cf75f1b16ba7","d19bf157-b109-4ce3-a723-6892d099effd","ced4821e-96e4-4cd8-8b58-55c2bca5f71a","5c36f78e-38ed-46ef-ae5e-c2a36bb3f32a","0257e18c-2182-4e78-a932-042e8438ea3d","ac157c1e-7f46-4d62-a832-a6f968c1673c","8ae7f0fc-529a-4a2b-9216-585e80cefb6a","ade6fb47-f50c-444c-bdb3-218d10f140ec","1361103a-1aee-4341-8f57-9dd29c6b8bf3","688893f6-94d3-4869-9833-addcc3fd1b96","42086c4f-9ee7-4886-879c-9c98b0f5db77","d38a1b8e-88b9-49e7-b893-8e0bbf77b445","5c9a25a9-ef8f-4e9a-87f2-01cab8825a44","17f2e5fb-46a0-4c1e-868a-053eddbe7263","2099c58d-ec3a-48da-8f84-6128a647dabf","bc1e9064-78fe-45fb-964f-e7ef5345a39c","15bdcadb-ccab-4703-a23d-d3d3a28c9b3b","bafcd005-0996-46cf-955e-0892100e4180","51add744-95b8-47ae-9c32-92c5d273ed2b","f3d434c1-bfce-41db-abbb-c3be87930f0f","e873aa0a-e54b-40d1-a08f-5043cee584c0","470aa61a-b6d5-463f-a298-1b1a0d102e8b","8bd747cd-896a-42d5-b267-08fcbd4fc298","5fb1764b-540a-468d-82dd-c5abb1777c45","537f8e2e-ac87-443b-8de8-50c9ef1ebb42","8a47a5d1-c49d-4348-9d60-461fba5c74ec","7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","a4985a90-176a-42e4-bf80-6530f9842e6b","23b2abd1-d00b-4256-9e17-f3f823f0c2e0","dc2512bd-3431-4799-bbab-da8a04b4774a"],"benchmarkVersion":"4-ai-research-assistants-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Reviewed-brand presence shareMention share · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Recommendation-prompt presenceRecommendation presence · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Gemini citation shareGemini brand citation share · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Gemini mention coverageGemini brand mention coverage · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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Gemini recommendation-prompt presenceGemini brand recommendation presence · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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OpenAI citation shareOpenAI brand citation share · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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OpenAI mention coverageOpenAI brand mention coverage · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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OpenAI recommendation-prompt presenceOpenAI brand recommendation presence · observed Aug 25, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Research Assistants Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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More in AI research assistants
Web, scientific, diligence, and enterprise research products ranked across a fixed evidence-seeking corpus.
Reviewed vendors ranked by their share of the citations that point to vendor websites.
Reviewed vendors ranked by how many of the three model APIs name or cite them.
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.