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Professional services automation · October 2026 Edition

Accelo vs Scoro

Zero of fourteen models named Accelo first on the direct prompt; zero named Scoro. Accelo was named by twelve of the fourteen models and Scoro by thirteen and Accelo carries 25 labels and Scoro 40, so the shares are not directly comparable.

Accelo

accepted challenger

Named in one category this edition.

Scoro

accepted challenger

Named in two categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 10; printed, not drawn.
Labels2540A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Accelo reading right to left. Rank and label count are printed, not drawn.Kantata was named alongside these two in thirteen of the fourteen direct answers. BigTime vs Accelo · BigTime vs Scoro · Kantata vs Accelo

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.
AcceloFirst choices, of fourteen modelsScoro
Direct00
Paraphrase20
Comparative01
Budget-constrained001 against Scoro
Scale-constrained01
Negative001 against Accelo · 4 against Scoro
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 October 2026 Edition, Accelo and Scoro were named in the same answer forty-seven times, of the 63 answers naming Accelo and the 102 naming Scoro. In those answers Scoro took the first choice five times and Accelo zero.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Accelo and Scoro stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
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
Accelo Scoro first choice named as an alternative argued againstblank: not namedEach cell is one answer, Accelo on the left and Scoro on the right.

The direct prompt

The plain question, one answer per model, grouped by where Accelo and Scoro stood in it.

Neither was the first choice, one was named

11 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Kantata alternatives: Accelo, BigTime, Certinia Professional Services Cloud, Scoro
GPT-5.4 miniKantata alternatives: Certinia Professional Services Cloud, Productive, Scoro
Gemini 3.5 FlashRocketlane alternatives: Certinia Professional Services Cloud, Kantata, Scoro
Perplexity SonarKantata alternatives: Accelo, Birdview, Rocketlane, Ruddr
Grok 4.1 FastBigTime alternatives: Accelo, Autotask, Kantata, Scoro
DeepSeek V4 FlashBigTime alternatives: Accelo, Certinia PS Cloud, Kantata, Scoro
Llama 4 MaverickKantata alternatives: Scoro
Qwen 3.7 FlashKantata alternatives: Accelo, Scoro
Kimi K2BigTime, Kantata alternatives: Accelo, Certinia Professional Services Cloud, Scoro
GLM 4.7 FlashXKantata alternatives: BigTime, Scoro
Muse Glimmer 30BKantata alternatives: Birdview, Deltek Vantagepoint, Scoro

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Mistral SmallKantata, Rocketlane alternatives: SAP S/4HANA
MiniMax M2.5Kantata alternatives: Avaza, Certinia Professional Services Cloud, Rocketlane, Upland PSA
GPT-6 LunaKantata OX alternatives: BigTime, Certinia Professional Services Cloud, Rocketlane

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
Scoro leads by five points.
Scoro5%#4 of 11
Accelo0%#10 of 11
The full small business standing →
Mid-marketThe figures above
The order flips: Accelo leads at mid-market.
Accelo4%#6 of 10
Scoro2%#7 of 10
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Accelo0%#– of 11
Scoro0%#11 of 11
The full enterprise standing →

What the models said about Accelo

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

“Some users report slow onboarding, poor support, and billing issues” Claude Haiku 4.5 · negative prompt · soft negative
“I'd recommend starting with BigTime or Accelo” MiniMax M2.5 · paraphrase prompt · first choice
“BigTime and Accelo are top recommendations” Mistral Small · paraphrase prompt · first choice
“Best for: Small-to-midsize boutique services firms looking for a "quote-to-cash" automated workflow.” Gemini 3.5 Flash · comparative prompt · alternative

What the models said about Scoro

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

“if you need a "pure" PSA, because one industry analysis notes that some vendors market themselves primarily as project management” Perplexity Sonar · negative prompt · soft negative
“Opinionated setup that's time-consuming to configure, lacks depth for complex billing as firms scale” Grok 4.1 Fast · negative prompt · soft negative
“Users report that Scoro is sometimes slow, particularly when opening a project with many details” Claude Haiku 4.5 · negative prompt · soft negative
“Choose Scoro if you want to replace multiple tools with one affordable system and need strong financial reporting.” GLM 4.7 FlashX · comparative prompt · first choice
“Kantata and Scoro are strong at your size” Kimi K2 · scale prompt · first choice
“Scoro is an all-in-one solution where you can manage projects, tasks, sales pipeline, resource allocations, and financials” Claude Haiku 4.5 · direct prompt · alternative
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.