Index › Performance and talent management › Performance management › Small business › September 2026 Edition

Performance management for small business buyers

Asked as “performance management software”, and as “performance review tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Effy AI

Contested

19% of first choices, contested.

ShowinginAll 50 categories →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

Small business

Effy AI19%ContestedThis page Mid-market

Lattice41%Clear leaderStanding →Enterprise

Workday32%ContestedStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

Effy AI3%39accepted challenger

Lattice28%46criticized challenger

BambooHR21%48accepted challenger

ThriveSparrow4%27accepted challenger

Zoho People0%20accepted challenger

15Five8%36accepted challenger

Small Improvements21%24accepted challenger

Leapsome27%22criticized challenger

Teamflect11%18accepted challenger

Show the one product at 0%, ordered by negative rate

PerformYard0%17accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Lattice vs PerformYard Lattice vs 15Five PerformYard vs 15Five

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default

Negative label rate →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative30%

Key

Effy AI19%

Lattice17%

BambooHR13%

ThriveSparrow11%

Zoho People9%

15Five8%

Small Improvements6%

Leapsome6%

Teamflect2%

PerformYard0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.

Lattice

28%

13 of 46 labels negative · 9 of 12 models · 4 hard negative

“it requires a minimum annual spend of $4,000 ... avoid enterprise platforms with high annual contract minimums” Gemini 3.5 Flash, direct prompt

Workday

88%

7 of 8 labels negative · 7 of 12 models · 6 hard negative

“The main "avoid unless you truly need them" category includes **Workday**, **Culture Amp**, **Lattice** at enterprise-style deployments” Perplexity Sonar, negative prompt

BambooHR

21%

10 of 48 labels negative · 7 of 12 models · 1 hard negative

“Alternatives to avoid on tight budgets: ... BambooHR ($17/user Pro)” Grok 4.1 Fast, budget prompt

Betterworks

86%

6 of 7 labels negative · 6 of 12 models · 1 hard negative

“**Avoid** enterprise‑grade suites (Betterworks, Workday, Lattice, Sage HR)” GLM 4.7 FlashX, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 762 links across 164 sites, every framing counted. Ranked by the number of answers carrying the site or page.

forbes.com

49 answers · 53 citations · 10 models

effy.ai

vendor site · Effy45 answers · 56 citations · 10 models

capterra.com

42 answers · 57 citations · 11 models

siit.io

vendor site · Siit31 answers · 32 citations · 9 models

peoplemanagingpeople.com

vendor site · People Managing People24 answers · 33 citations · 10 models

workhuman.com

vendor site · Workhuman21 answers · 21 citations · 9 models

learn.g2.com

20 answers · 20 citations · 9 models

g2.com

17 answers · 38 citations · 7 models

selectsoftwarereviews.com

vendor site · Select Software Reviews17 answers · 18 citations · 10 models

betterworks.com

vendor site · Betterworks16 answers · 17 citations · 6 models

joinhomebase.com

16 answers · 16 citations · 7 models

thrivesparrow.com

vendor site · ThriveSparrow14 answers · 20 citations · 8 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

forbes.com/advisor/business/software/best-performance-management-software

47 answers · 10 models

effy.ai/blog/performance-management-software-for-small-business

45 answers · 10 models

capterra.com/resources/best-performance-management-software-small-business-…

38 answers · 10 models

siit.io/blog/best-performance-management-software-for-small-businesses

31 answers · 9 models

learn.g2.com/best-performance-management-software

20 answers · 9 models

workhuman.com/blog/best-performance-management-software

18 answers · 9 models

joinhomebase.com/blog/best-performance-management-systems

16 answers · 7 models

selectsoftwarereviews.com/buyer-guide/performance-management-software

16 answers · 10 models

peoplemanagingpeople.com/tools/best-performance-management-software-for-sma…

15 answers · 7 models

evalflow.com/blog/what-is-the-best-employee-performance-management-software…

13 answers · 6 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.

ModelDirect“What is the best performance management software for a small B2B company?”Paraphrase“Which performance review tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top performance management platforms for a small team and how do they differ?”Budget-constrained“What is the best performance management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a performance management software. What should we look at?”Negative“Which performance management platforms should a small business avoid or be cautious about?”

Claude Haiku 4.515Five

Four alternatives

BambooHR, Lattice, PerformYard, Small Improvements

no first choiceChanged15Five

Three alternatives

Lattice, Leapsome, Small Improvements

against: BambooHRSmall Improvements

Two alternatives

15Five, Zoho People

no first choiceagainst: Workday

GPT-5.4 miniLeapsome

Four alternatives

AssessTEAM, BambooHR, Lattice, Teamflect

LatticeChanged

Two alternatives

15Five, Leapsome

15Five, Lattice

Four alternatives

AssessTEAM, BambooHR, Leapsome, Teamflect

against: BetterworksAssessTEAM

Two alternatives

Hrider, Teamflect

against: BambooHRno first choiceagainst: ADP Workforce Now, BambooHR, Dayforce, Hrider, Lattice, Leapsome, Paylocity, UKG Ready, Workday

Gemini 3.5 FlashTeamflect

Three alternatives

15Five, BambooHR, Effy AI

against: LatticeLatticeChanged

Three alternatives

Leapsome, PerformYard, Teamflect

Small Improvements, Teamflect

Two alternatives

15Five, ThriveSparrow

against: LatticeAssessTEAM

Four alternatives

Effy AI, PerformYard, Small Improvements, Teamflect

Effy AI, Small Improvements

Five alternatives

BambooHR, Gusto, PerformYard, Rippling, Teamflect

against: Latticeagainst: 15Five, Betterworks, Culture Amp, Lattice, Leapsome, Oracle Fusion Cloud HCM, SAP SuccessFactors, Workday

Perplexity SonarBambooHR

Four alternatives

Effy AI, Profit.co, ThriveSparrow, Zoho People

BambooHRHeld

Three alternatives

Effy AI, Small Improvements, Workleap

Effy AI

Five alternatives

15Five, BambooHR, Leapsome, PerformYard, Small Improvements

Effy AI

Three alternatives

15Five, BambooHR, Trakstar

no first choiceagainst: Culture Amp, Lattice, Leapsome, Workday

Grok 4.1 Fast15Five, Lattice

Three alternatives

BambooHR, PerformYard, Profit.co

against: Effy AI, Small Improvements, ThriveSparrowBambooHRChanged

Three alternatives

15Five, Lattice, Small Improvements

no first choiceagainst: BambooHREffy AI

Four alternatives

AssessTEAM, Small Improvements, Teamflect, Zoho People

against: 15Five, BambooHR, LatticeThriveSparrow

Four alternatives

15Five, Effy AI, Lattice, Profit.co

against: Culture Amp, Lattice, Leapsome, Rippling, TriNet Perform

Mistral SmallEffy AI, ThriveSparrow

Two alternatives

BambooHR, Zoho People

LatticeChanged

Three alternatives

BambooHR, Effy AI, ThriveSparrow

ThriveSparrow

Five alternatives

BambooHR, Effy AI, Lattice, PerformYard, Zoho People

Zoho People

Two alternatives

Effy AI, ThriveSparrow

15Five, Culture Amp, Lattice, Leapsome

Three alternatives

Betterworks, PerformYard, Reflektive

against: Teamflect

DeepSeek V4 Flash15Five, BambooHR

Three alternatives

Lattice, Leapsome, ThriveSparrow

Effy AI, LatticeChanged

Three alternatives

15Five, BambooHR, Profit.co

Lattice

Four alternatives

15Five, Effy AI, Leapsome, PeopleHum

against: BambooHREffy AI, Zoho People

One alternative

ThriveSparrow

against: Small Improvementsno first choice

Four alternatives

BambooHR, Culture Amp, Lattice, Leapsome

against: BambooHR, Betterworks, Culture Amp, Gusto, Lattice, Leapsome

Llama 4 MaverickThriveSparrow

One alternative

BambooHR

LatticeChanged

Two alternatives

ThriveSparrow, Trakstar

no first choiceSmall Improvements

Four alternatives

15Five, Effy AI, ThriveSparrow, Trakstar

no first choiceagainst: Rippling, Teamflect

Qwen 3.7 FlashLattice

Two alternatives

15Five, BambooHR

BambooHRChanged

Three alternatives

Effy AI, QuotaPath, ThriveSparrow

Effy AI

Three alternatives

BambooHR, Factorial, ThriveSparrow

BambooHR, Zoho People

Four alternatives

Google Sheets / Excel, JOP, Notion, ThriveSparrow

against: Small Improvementsno first choiceagainst: 15Five, BambooHR, Cornerstone OnDemand, Gusto, Keka, Lattice, Leapsome, Profit.co, SAP SuccessFactors, Workday

Kimi K2ThriveSparrow

Seven alternatives

15Five, BambooHR, Effy AI, Lattice, PerformYard, Small Improvements, Zoho People

ThriveSparrowHeld

Two alternatives

15Five, Effy AI

Effy AI

Four alternatives

15Five, BambooHR, Lattice, PerformYard

against: Small ImprovementsOrangeHRM, Zoho People

Two alternatives

15Five, Small Improvements

Effy AI

Two alternatives

BambooHR, Zoho People

against: BambooHR, Betterworks, Culture Amp, Lattice, SAP SuccessFactors, Workday

GLM 4.7 FlashXLeapsome

Eight alternatives

AssessTEAM, BambooHR, Effy AI, Lattice, Primalogik, Rippling, ThriveSparrow, Zoho People

ThriveSparrowChanged

Five alternatives

15Five, BambooHR, Effy AI, Gusto, Peoplebox

Lattice

Eight alternatives

15Five, BambooHR, Effy AI, Leapsome, Profit.co, Quantum Workplace, Teamflect, ThriveSparrow

against: Small ImprovementsSnapEval

Seven alternatives

Effy AI, People HR, Teamflect, ThriveSparrow, WorkStory, Zoho People, greytHR

no first choiceagainst: BambooHR, Betterworks, Brilliant Assessments, Engage, Lattice, Sage HR, Trakstar, Workday, Zelt

MiniMax M2.5BambooHR, Effy AI

Two alternatives

ThriveSparrow, Zoho People

Effy AI, LatticeChanged

Three alternatives

BambooHR, EvalFlow, ThriveSparrow

ThriveSparrow

Four alternatives

BambooHR, Effy AI, Lattice, Zoho People

Effy AI, Zoho People

One alternative

ThriveSparrow

no first choiceagainst: Betterworks, Lattice

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

Seventy-two rows: every prompt, every model, every answer.

Prompt	Model	Version string	Time (UTC)	Searched	Sources	Latency
Direct recommendation	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 19:11	yes	9	7 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:01	yes	2	6 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 19:40	yes	13	20 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 21:16	yes	20	6 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 19:31	yes	30	18 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 21:04	yes	5	5 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-17 18:03	yes	13	42 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 18:00	yes	5	5 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 21:40	no	0	25 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 21:28	yes	8	27 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 20:40	yes	8	64 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 17:56	yes	5	10 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 20:48	no	0	4 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 19:20	no	0	3 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 22:07	yes	10	47 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 21:05	yes	20	7 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:50	yes	32	17 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 21:25	yes	5	4 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-17 19:01	yes	13	29 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:05	yes	5	3 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:35	yes	9	36 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 21:46	yes	8	18 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 19:00	yes	14	28 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 18:22	yes	5	21 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 20:43	yes	17	12 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:25	yes	3	8 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 22:04	yes	15	51 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 20:55	yes	20	8 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:30	yes	36	17 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 21:14	yes	5	6 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 21:01	yes	19	21 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:15	yes	5	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 21:36	yes	5	40 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:23	yes	14	35 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 20:56	yes	14	49 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 19:26	yes	24	35 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 21:38	yes	9	8 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:49	yes	2	7 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 18:39	yes	29	25 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 21:34	yes	20	6 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 21:07	yes	23	16 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 21:03	yes	5	4 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 20:57	yes	8	10 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 21:22	yes	5	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 19:26	yes	9	28 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 18:11	yes	20	31 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 19:25	yes	10	117 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:41	yes	5	17 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 20:42	no	0	6 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:10	no	0	7 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 18:06	yes	12	24 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 19:11	yes	20	9 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 20:09	yes	12	10 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 21:41	no	0	5 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 18:42	yes	10	17 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:39	yes	5	4 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 19:29	no	0	45 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:44	yes	8	20 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:16	yes	9	37 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 21:01	yes	9	30 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:55	yes	27	15 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:21	yes	2	7 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 18:56	yes	19	23 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 19:25	yes	20	7 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 20:40	yes	41	18 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 20:42	yes	5	6 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 21:04	yes	29	25 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:05	yes	5	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 19:19	yes	5	38 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 18:44	yes	28	41 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 20:32	yes	18	45 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 18:24	yes	15	49 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

Deel HR read as Deel

Officevibe read as Workleap Officevibe

Oracle HCM read as Oracle Fusion Cloud HCM

Oracle HCM Cloud read as Oracle Fusion Cloud HCM

Workday HCM read as Workday

Unresolved, counted raw

Brilliant Assessments

JOP (Joy of Performing)

People HR

SimplePerf

SnapEval

TriNet Perform

Zelt

Discontinued, still offered

No shut-down product was recommended here.

Performance management for small business buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in performance and talent management