{"status":"insufficient_data","category":{"id":"37e59828-8094-426e-ade6-c404eaa3efce","slug":"ai-tools-for-doctors-and-clinicians","label":"AI tools for doctors and clinicians"},"window":{"weeks":4,"from":"2026-09-06T23:59:59.999Z","to":"2026-10-04T23:59:59.999Z","prior_from":"2026-08-09T23:59:59.999Z"},"measured_through":"2026-10-04","frozen":true,"sample_size":0,"prior_sample_size":28,"independent_sample_size":0,"prior_independent_sample_size":28,"min_sample":20,"engine_samples":{"gemini":{"runs":0,"last_run_at":"2026-08-29T06:31:55.81633+00:00"},"openai":{"runs":0,"last_run_at":"2026-08-29T06:31:45.004087+00:00"},"anthropic":{"runs":0,"last_run_at":"2026-08-30T06:01:12.638489+00:00"},"perplexity":{"runs":0,"last_run_at":"2026-08-29T06:31:42.735469+00:00"}},"volatility":{"score":null},"integrity":null,"entries":[],"methodology_url":"https://www.orbator.io/ai-index/methodology","license":"Free to use with attribution to orbator.io","editorial":[{"id":"efdbb039-e980-496c-8e18-fe924a5ff886","section":"how_to_choose","body_md":"The seven sampled prompts split across five intents, and the leaders change with the question. Abridge led the best_in_category prompts about physicians, clinical staff and documentation assistants, recommended in 90% of those 10 runs. Scribe led the two problem-solving prompts about generating visit summaries and reducing administrative burnout, recommended in 50% of those 10 runs, and led the primary care versus specialist comparison prompt at 60% of 5 runs. Freed led the direct recommendation prompt about cutting documentation time, at 60% of 5 runs. On the alternatives prompt, Abridge, Freed and Heidi each reached 100% of 5 runs.\n\nSo the shortlist depends on how the question is framed. A buyer asking a broad category question and a buyer asking a workflow question drew different answers from the same window. No pricing facts are recorded for any of the five products in this snapshot.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T17:00:10.872Z"},{"id":"d6d893d7-d3cd-4e17-bfbf-fd32853c299a","section":"top_products","body_md":"Scribe holds a recommendation share of 54.3% of 35 sampled answers in the 4-week window to 2026-09-05. Its mention breakdown splits into 9 recommended and 10 listed. It was first recommendation in 9 runs, a first_rec_rate of 47.4%, the highest of the five. Engine spread runs from 71.4% of Claude's 14 answers and 71.4% of Gemini's 7 answers down to 28.6% of ChatGPT's 7 answers.\n\nAbridge also sits at 54.3% of 35 sampled answers in the same window, with 11 recommended and 8 listed, the largest recommended count in the top five. It was mentioned in 21 runs overall. Claude, Gemini and ChatGPT each recommended it in 57.1% of their answers, on 14, 7 and 7 runs. Perplexity was lowest at 42.9% of its 7 answers.\n\nFreed matches at 54.3% of 35 sampled answers, split 8 recommended and 11 listed. Its first_rec_rate is 5.3%. Perplexity recommended it most, 71.4% of that engine's 7 answers, and ChatGPT least, 28.6% of 7.\n\nHeidi reached 51.4% of 35 sampled answers, with 9 recommended and 9 listed. Claude recommended it in 64.3% of 14 answers, ChatGPT in 14.3% of 7.\n\nSuki reached 48.6% of 35 sampled answers, with 7 recommended and 10 listed. High engine Claude at 64.3% of 14 answers, low engine Perplexity at 28.6% of 7.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T17:00:10.876Z"},{"id":"93d863b5-bfbb-4cbb-9e5e-d9211da499df","section":"engine_disagreement","body_md":"The four engines did not settle on one leader among the top five. Claude recommended Scribe most, at 71.4% of Claude's 14 answers in the 4-week window to 2026-09-05. Gemini also led with Scribe, at 71.4% of Gemini's 7 answers. ChatGPT led with Abridge, at 57.1% of ChatGPT's 7 answers. Perplexity led with Freed, at 71.4% of Perplexity's 7 answers.\n\nThe widest gap between engines belongs to Heidi. ChatGPT recommended it in 14.3% of its 7 answers. Claude recommended it in 64.3% of its 14 answers. That is a spread of 50 points across the same window. Scribe shows a split of the same shape, recommended by Claude and Gemini at 71.4% and by ChatGPT and Perplexity at 28.6% of their 7 answers each. A shortlist drawn from one engine will not match a shortlist drawn from another.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T17:00:10.878Z"},{"id":"476cfb0f-197c-43fd-9f20-30478eb8a037","section":"what_moved","body_md":"This is the first measured window on record for AI tools for doctors and clinicians. It runs 2026-08-08 to 2026-09-05, 28 days, and covers 35 sampled answers across four engines. There is no prior window to compare against, so no entries, exits or share moves are recorded yet.\n\nThree products share the lead. Scribe, Abridge and Freed each hold a recommendation share of 54.3% of those 35 answers. Heidi follows at 51.4% and Suki at 48.6%. The confidence intervals overlap heavily, 38.2 to 69.5 for the three leaders and 33 to 64.4 for Suki, so the rank order between them is not settled by this window alone. Scribe was first recommendation in 9 runs, more than any other product here. The next window will show whether that holds.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T17:00:10.880Z"}]}