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Professional services automation · November 2026 Edition

Productive vs Teamwork.com

One of fourteen models named Productive first on the direct prompt; one named Teamwork.com. Productive was named by twelve of the fourteen models and Teamwork.com by eleven and Productive carries 29 labels and Teamwork.com 20, so the shares are not directly comparable.

Productive

accepted challenger

Named in two categories this edition.

Teamwork.com

accepted challenger

Named in two categories this edition.

First-choice share8%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 14; printed, not drawn.
Labels2920A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Productive reading right to left. Rank and label count are printed, not drawn.Kantata was named alongside these two in fourteen of the fourteen direct answers. Kantata vs Productive · Kantata vs Teamwork.com · BigTime PSA vs Productive

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 professional services automation page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ProductiveFirst choices, of fourteen modelsTeamwork.com
Direct11
Paraphrase03
Comparative10
Budget-constrained30
Scale-constrained00
Negative11
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, Productive and Teamwork.com were named in the same answer thirty-one times, of the 82 answers naming Productive and the 54 naming Teamwork.com. In those answers Teamwork.com took the first choice two times and Productive ten.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Productive and Teamwork.com stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Productive Teamwork.com first choice named as an alternative argued againstblank: not namedEach cell is one answer, Productive on the left and Teamwork.com on the right.

The direct prompt

The plain question, one answer per model, grouped by where Productive and Teamwork.com stood in it.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Muse Glimmer 30BProductive, Scoro, Teamwork.com alternatives: Certinia Professional Services Cloud, Kantata, Rocketlane

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Grok 4.20BigTime PSA alternatives: Accelo, Kantata, Productive, Scoro
DeepSeek V4 FlashBigTime PSA, Kantata alternatives: Birdview PSA, Productive, Scoro
Llama 4 MaverickKantata alternatives: NetSuite SuiteProjects Pro, Parallax, Rocketlane, Scoro, Teamwork.com
MiniMax M2.5Kantata alternatives: BigTime PSA, NetSuite SuiteProjects Pro, Scoro, Teamwork.com

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Kantata alternatives: Accelo, Certinia Professional Services Cloud, Rocketlane
GPT-5.4 miniKantata alternatives: BigTime PSA, Certinia PS Cloud, Rocketlane, Scoro
Gemini 3.5 FlashKantata alternatives: BigTime PSA, Certinia Professional Services Cloud, Oracle NetSuite OpenAir
Perplexity SonarKantata alternatives: BigTime PSA, Certinia PSA, Rocketlane
Mistral SmallCertinia Professional Services Cloud, Kantata alternatives: BigTime PSA, Deltek Vantagepoint, NetSuite
Qwen 3.7 FlashKantata alternatives: Accelo, ConnectWise PSA, Deltek Vantagepoint, Scoro, SuiteProjects Pro
Kimi K2Kantata alternatives: Accelo, Certinia Professional Services Cloud, Scoro
GLM 4.7 FlashXAvaza alternatives: BigTime PSA, Kantata, Scoro
GPT-6 LunaKantata alternatives: BigTime PSA, Certinia Professional Services Cloud

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
Productive leads by fifteen points.
Productive17%#2 of 16
Teamwork.com2%#11 of 16
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Productive8%#4 of 14
Teamwork.com8%#5 of 14
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Productive0%#– of 13
Teamwork.com0%#– of 13
The full enterprise standing →

What the models said about Productive

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“For a company with a limited budget, Productive stands out as one of the best professional services automation (PSA) platforms.” Grok 4.20 · budget prompt · first choice
“Safer Alternatives to Consider - Productive or Scoro — Better UX for agencies/consultancies” Kimi K2 · negative prompt · first choice
“Productive is a strong default choice for budget-conscious professional services firms” GPT-5.4 mini · budget prompt · first choice

What the models said about Teamwork.com

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“Teamwork.com - a comprehensive PSA tool that offers margin tracking, resource management, AI agents, and client portal.” Llama 4 Maverick · paraphrase prompt · first choice
“The Best All-Rounder: Teamwork.com ... this is currently the strongest contender.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Favor highly rated alternatives like Teamwork.com (4.5+/5, strong for agencies)” Grok 4.20 · negative prompt · first choice
Also compared

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.