Contact center platforms · November 2026 Edition
Talkdesk vs Amazon Connect
Two of fourteen models named Talkdesk first on the direct prompt; zero named Amazon Connect. Talkdesk was named by fourteen of the fourteen models and Amazon Connect by twelve and Talkdesk carries 47 labels and Amazon Connect 28, so the shares are not directly comparable.
Named in five categories this edition.
By Amazon, Seattle, United States, founded 1994. Named in two categories this edition.
First-choice share13%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%21%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#5A position in a field of 15; printed, not drawn.
Labels4728A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Talkdesk reading right to left. Rank and label count are printed, not drawn.Five9 was named alongside these two in ten of the fourteen direct answers. CloudTalk vs Talkdesk · CloudTalk vs Amazon Connect · Talkdesk vs Genesys Cloud CX
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the contact center platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
TalkdeskFirst choices, of fourteen modelsAmazon Connect
Direct20
Paraphrase40
Comparative00
Budget-constrained02
Scale-constrained001 against Amazon Connect
Negative003 against Talkdesk · 5 against Amazon Connect
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Talkdesk and Amazon Connect were named in the same answer forty-nine times, of the 157 answers naming Talkdesk and the 93 naming Amazon Connect. In those answers Amazon Connect took the first choice two times and Talkdesk one.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Talkdesk and Amazon Connect stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | | ||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | |
Talkdesk Amazon Connect first choice named as an alternative argued againstblank: not namedEach cell is one answer, Talkdesk on the left and Amazon Connect on the right.The direct prompt
The plain question, one answer per model, grouped by where Talkdesk and Amazon Connect stood in it.
Talkdesk first, Amazon Connect not the choice
2 of 14 modelsAmazon Connect was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashTalkdesk alternatives: Five9, Genesys Cloud CX, Zoom Contact Center
Grok 4.20Talkdesk alternatives: Five9, RingCentral Contact Center, Salesforce Service Cloud, Zendesk Contact Center
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5CloudTalk alternatives: Aloware, RingCentral RingCX, Talkdesk
GPT-5.4 miniGenesys Cloud CX alternatives: Five9, Talkdesk
Perplexity SonarNextiva Contact Center alternatives: CloudTalk, Five9, Talkdesk
DeepSeek V4 FlashCloudTalk alternatives: Aircall, Talkdesk
Llama 4 MaverickCloudTalk alternatives: Five9, Genesys Cloud CX, JustCall, Talkdesk
MiniMax M2.5CloudTalk alternatives: Five9, Genesys Cloud CX, Salesforce Service Cloud, Talkdesk
GPT-6 LunaGenesys Cloud CX alternatives: Five9, Talkdesk, Zendesk Contact Center
Muse Glimmer 30BCloudTalk alternatives: Five9, Genesys Cloud CX, Salesforce Service Cloud, Talkdesk, Zendesk Contact Center
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallCloudTalk, Five9 alternatives: Aircall, Genesys Cloud CX, Salesforce Service Cloud
Qwen 3.7 FlashCloudTalk alternatives: Aloware, Five9, Freshdesk Contact Center, RingCentral MVP
Kimi K2Aircall, CloudTalk alternatives: Salesforce Service Cloud, Zendesk Talk
GLM 4.7 FlashXPuzzel alternatives: CloudTalk, Genesys Cloud CX, Salesforce Service Cloud, Zendesk Contact Center
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Talkdesk0%#16 of 18Amazon Connect0%#14 of 18Mid-marketThe figures above
Talkdesk leads by nine points.
Talkdesk13%#2 of 15Amazon Connect4%#5 of 15Enterprise
Level: the same share of first choices.
Talkdesk0%#5 of 10Amazon Connect0%#9 of 10What the models said about Talkdesk
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Frequent mentions of call quality issues (echo, latency, drops)... scalability and consistency draw complaints” Grok 4.20 · negative prompt · soft negative
“Some users experience slow loading pages and limited on-call support, especially with bulk SMS” Claude Haiku 4.5 · negative prompt · soft negative
“Test reporting against your real requirements before signing.” Perplexity Sonar · negative prompt · soft negative
“Talkdesk is the most common mid-market pick. It is a Gartner Leader in 2025, AI-native, and is priced for mid-market scale.” Muse Glimmer 30B · paraphrase prompt · first choice
“Best Overall: Talkdesk ... Talkdesk is the most balanced recommendation” DeepSeek V4 Flash · paraphrase prompt · first choice
“Dialpad and Talkdesk are standout choices if AI and flexibility are priorities” Mistral Small · paraphrase prompt · first choice
What the models said about Amazon Connect
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Only choose these if your entire company already runs natively on those ecosystems; they are highly customizable but require technical setup” Qwen 3.7 Flash · scale prompt · soft negative
“Avoid if you do not have a dedicated technical team familiar with AWS. It is not ideal for non-technical managers.” Qwen 3.7 Flash · negative prompt · soft negative
“Criticized for unpredictable pricing (pay-per-use model), which can lead to high costs for high-volume teams.” Mistral Small · negative prompt · soft negative
“For a company with a limited budget, Amazon Connect (from AWS) stands out as one of the best options.” Grok 4.20 · budget prompt · first choice
“Amazon Connect (Best Overall for Low or Variable Call Volumes)” Gemini 3.5 Flash · budget prompt · first choice
“Choose Amazon Connect when the organization already runs on AWS and has technical resources to build and integrate.” Perplexity Sonar · comparative prompt · alternative
Also compared
CloudTalk vs TalkdeskCloudTalk vs Amazon ConnectTalkdesk vs Genesys Cloud CXTalkdesk vs Five9Talkdesk vs AircallTalkdesk vs Nextiva Contact CenterTalkdesk vs Dialpad Ai Contact CenterGenesys Cloud CX vs Amazon ConnectFive9 vs Amazon ConnectAmazon Connect vs AircallAmazon Connect vs Nextiva Contact CenterAmazon Connect vs Dialpad Ai Contact CenterAll twenty-eight head-to-head pages and the full contact center standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.