Voice of Customer Text Analytics Platforms | Parse

Voice of Customer Text Analytics Platforms in AI answers

Data as of Oct 18, 2026Based on 468 AI responsesReviewed by Dimitry Apollonsky

AI summary

Chattermill and Enterpret are nearly tied as recommendations for customer experience feedback analytics and multi-channel sentiment tracking. When buyers need to summarize chats directly into product feedback themes, Enterpret is the usual answer.

Most-mentioned brands

Rank and Mentioned in · since Jul 5

#	Brand	Recommended for	Mentioned in
1	Chattermill 37% unifying cross-channel feedback to map sentiment against business metrics	unifying cross-channel feedback to map sentiment against business metrics	37%
2	Enterpret 35% product teams grouping multi-channel feedback into product impact themes	product teams grouping multi-channel feedback into product impact themes	35%
3	Thematic 34% automated discovery of themes and aspect-based sentiment without manual dictionaries	automated discovery of themes and aspect-based sentiment without manual dictionaries	34%
4	Google Cloud Natural LanguageAlphabet product line 29% general sentiment analysis and entity extraction from financial news	general sentiment analysis and entity extraction from financial news	29%
5	SentiSum 29% automated root-cause tagging across support tickets and chat transcripts	automated root-cause tagging across support tickets and chat transcripts	29%
6	Azure AI LanguageMicrosoft product line 25% high-volume opinion mining and aspect-based sentiment across multiple languages	high-volume opinion mining and aspect-based sentiment across multiple languages	25%
7	Amazon ComprehendAmazon product line 22% targeted sentiment analysis and handling industry-specific jargon through custom classification	targeted sentiment analysis and handling industry-specific jargon through custom classification	22%
8	Qualtrics 14% granular sentence-level sentiment scoring within customer experience management platforms	granular sentence-level sentiment scoring within customer experience management platforms	14%
9	AWSAmazon product line 13% scalable cloud NLP infrastructure for targeted feedback analysis	scalable cloud NLP infrastructure for targeted feedback analysis	13%
10	OpenAI 13% detecting subtle context, sarcasm, and nuanced customer intents	detecting subtle context, sarcasm, and nuanced customer intents	13%
11	Medallia 13%		13%
12	IBM Watson Natural Language UnderstandingIBM product line 10%		10%
13	Zendesk 9%		9%
14	Lexalytics 9%		9%
15	Hugging Face 9%		9%
16	MeaningCloud 8%		8%
17	OpenAI APIOpenAI product line 8%		8%
18	spaCy 7%		7%
19	MonkeyLearn 7%		7%
20	Anthropic 6%		6%
21	ProsusAI/finBERT 6%		6%
22	Hugging Face HubHugging Face product line 6%		6%
23	unitQ 6%		6%
24	Intercom 5%		5%
25	Qualtrics Text iQQualtrics product line 5%		5%
26	Dovetail 5%		5%
27	XM DiscoverQualtrics product line 5%		5%
28	InMoment 4%		4%
29	Alpha Vantage 4%		4%
30	Productboard 4%		4%
31	Text iQ 4%		4%
32	Canny 4%		4%
33	ClaudeOwned by Anthropic 3%		3%
34	EOD Historical Data 3%		3%
35	GLiNER 3%		3%
36	FactExtract 3%		3%
37	Microsoft AzureMicrosoft product line 3%		3%
38	MarketAux 3%		3%
39	Repustate 3%		3%
40	Eden AI 3%		3%
41	GPT-4oOpenAI product line 2%		2%
42	DeBERTaMicrosoft product line 2%		2%
43	Hugging Face Trainer API 2%		2%
44	GeminiAlphabet product line 2%		2%
45	Unwrap AI 2%		2%
46	AssemblyAI 2%		2%
47	Make 2%		2%
48	Elicit 2%		2%
49	Webz.io 2%		2%
50	Forethought 2%		2%
51	OpenAI PlatformOpenAI product line 2%		2%
52	SenticNet 2%		2%
53	Microsoft FoundryMicrosoft product line 2%		2%
54	Qualtrics XM PlatformQualtrics product line 2%		2%
55	Kapiche 2%		2%
56	NewsAPI 2%		2%
57	HubSpot 2%		2%
58	Google CloudAlphabet product line 2%		2%
59	Zendesk AIZendesk product line 1%		1%
60	Google Cloud PlatformAlphabet product line 1%		1%
61	SurveyMonkey 1%		1%
62	Kimola 1%		1%
63	Zapier 1%		1%
64	RavenPack 1%		1%
65	Finnhub 1%		1%
66	Financial News API 1%		1%
67	Salesforce Sales CloudSalesforce product line 1%		1%
68	Hugging Face Inference EndpointsHugging Face product line 1%		1%
69	Gorgias 1%		1%
70	ClarabridgeQualtrics product line 1%		1%
71	Freddy AIFreshworks product line 1%		1%
72	BERTopic 1%		1%
73	Feedal 1%		1%
74	QuillBot 1%		1%
75	Stanford CoreNLP 1%		1%
76	Amazon Web ServicesAmazon product line 1%		1%
77	Cohere 1%		1%
78	NLP Cloud 1%		1%
79	ChatGPT WorkOpenAI product line 1%		1%
80	NewsCatcherAPI 1%		1%
81	finlight 1%		1%
82	Wonderflow 1%		1%
83	Indellia 1%		1%
84	Scholarcy 1%		1%
85	Brandwatch 1%		1%
86	Symanto 1%		1%
87	GPT-5 1%		1%
88	John Snow Labs 1%		1%
89	GPT-4.1 1%		1%
90	Zonka Feedback 1%		1%
91	IrisAgent 1%		1%
92	GEGI SIS 1%		1%
93	Notion 1%		1%
94	Airtable 1%		1%
95	Diffbot 1%		1%
96	Microsoft Power Apps AI BuilderMicrosoft product line 1%		1%
97	Lexalytics SemantriaLexalytics product line 1%		1%
98	Chordia 1%		1%
99	Idiomatic 1%		1%

Recommendations by AI engine

ChatGPT SearchGoogle AI Mode

Widest split: Enterpret, 25% on ChatGPT Search and 46% on Google AI Mode.

Mentioned in on each AI engine, by brand
Brand	ChatGPT Search	Google AI Mode
Chattermill	33%	41%
Enterpret	25%	46%
Thematic	30%	39%
Google Cloud Natural Language	33%	25%
SentiSum	20%	37%
Azure AI Language	30%	19%
Amazon Comprehend	31%	13%
Qualtrics	14%	14%
AWS	15%	12%
OpenAI	10%	16%

Voice of Customer Text Analytics Platforms in AI answers

Most-mentioned brands

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