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and the leaders change with the question. For the 18 runs tagged best_in_category, ChurnZero, Gainsight and Vitally each led with 94.4% recommended. Problem-solving prompts, 17 runs, went to ChurnZero at 52.9% recommended, with Gainsight at 47.1% and Custify at 41.2%. Buyers asking for cheaper substitutes landed somewhere else: across 9 alternatives runs, Custify led at 88.9% recommended, ahead of Vitally at 66.7%. The 9 recommendation runs about playbooks and automation put ChurnZero at 100% recommended and Gainsight at 77.8%. High-touch versus low-touch comparison prompts, only 5 runs, had Gainsight and Vitally tied at 80% recommended.\n\nNo product in the top five carries a pricing fact in this snapshot, so cost is not something the measured answers settle. Match your shortlist to the prompt closest to your own question.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:06.220Z"},{"id":"a4f1571d-2cef-4ef8-b941-85000bbb5ff3","section":"top_products","body_md":"ChurnZero ranks first with a recommendation share of 74.1% of 58 sampled answers in the 4-week window to 2026-09-05. It was recommended in every one of the 9 runs for \"best customer success platforms for SaaS companies\". Its mention breakdown shows 33 runs recommended against 10 listed. Engine spread runs from 85.7% of Grok's 7 answers down to 61.5% of Claude's 13 answers.\n\nGainsight ranks second at 67.2% (n = 58), also recommended in all 9 runs of the SaaS best-in-category prompt. The breakdown shows 30 recommended and 9 listed. Its highest engine was Grok at 85.7% of 7 answers, its lowest Gemini at 50% of 12 answers.\n\nVitally ranks third at 63.8% (n = 58), recommended in all 9 runs of the same SaaS prompt. 29 runs recommended, 8 listed. Grok recommended it in 85.7% of 7 answers, Claude in 46.2% of 13.\n\nCustify ranks fourth at 58.6% (n = 58), and was recommended in all 9 runs asking for affordable alternatives to expensive enterprise platforms. That is a narrow prompt, so buyers shopping the enterprise end have thinner evidence here. 22 recommended, 12 listed. Grok 71.4% of 7 answers, ChatGPT 30.8% of 13.\n\nPlanhat ranks fifth at 56.9% (n = 58), recommended in all 9 runs of \"best tools for tracking customer health scores and reducing churn\". 22 recommended, 11 listed. ChatGPT 76.9% of 13 answers, Claude and Perplexity both 46.2%.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:06.226Z"},{"id":"a8024cbc-9fcd-4754-a4dd-3371a28b278c","section":"engine_disagreement","body_md":"Four of the five engines converged on the same name. Claude recommended ChurnZero most among the top five across its 13 answers. Gemini did the same across 12 answers, Grok across 7, ChatGPT across 13. Perplexity was the exception, recommending Gainsight most among the top five across its 13 answers.\n\nThe widest gap belongs to Custify. ChatGPT recommended it in 30.8% of its 13 answers; Grok recommended it in 71.4% of its 7. That is a spread of 40.6 points, the largest in the top five. A buyer who checks only one assistant will get a materially different read on Custify depending on which one. Grok's 7 answers is the smallest run count of any engine in this window, so its shares rest on fewer observations than the others.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:06.228Z"},{"id":"44a8c1eb-5274-41fa-9d32-c477b402e885","section":"what_moved","body_md":"This is the first measured window on record for customer success platforms. It covers 2026-08-08 to 2026-09-05, 28 days, with 58 sampled answers across five engines. There is no prior window to compare against, so no product entered or left the top ten, and no share change can be reported yet.\n\nThe current leaders: ChurnZero at 74.1% recommended of 58 sampled answers, Gainsight at 67.2%, Vitally at 63.8%, Custify at 58.6% and Planhat at 56.9%. Gainsight was named first among recommendations in 24 runs, a first-recommendation rate of 61.5%, well ahead of Vitally at 18.9% and Custify at 14.7%. Confidence intervals are wide at this sample size. ChurnZero's runs from 61.6 to 83.7, Planhat's from 44.1 to 68.8, so the ranking gaps in the middle of the table are not yet firm. The next window will give the first comparison.","window_to":"2026-09-05","review_status":"generated","generated_at":"2026-09-05T16:53:06.235Z"}]}