ProfitWell Metrics vs PostHog
One of fourteen models named ProfitWell Metrics first on the direct prompt; zero named PostHog. ProfitWell Metrics was named by fourteen of the fourteen models and PostHog by eleven and ProfitWell Metrics carries 46 labels and PostHog 21, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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 saas metrics and analytics page.
By framing
ProfitWell MetricsFirst choices, of fourteen modelsPostHog
Across every category in the November 2026 Edition, ProfitWell Metrics and PostHog were named in the same answer forty-five times, of the 121 answers naming ProfitWell Metrics and the 58 naming PostHog. In those answers PostHog took the first choice one time and ProfitWell Metrics fourteen.
Every model, every framing
| 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 | | | | |
ProfitWell Metrics PostHog first choice named as an alternative argued againstblank: not namedEach cell is one answer, ProfitWell Metrics on the left and PostHog on the right.The direct prompt
ProfitWell Metrics first, PostHog not the choice
1 of 14 modelsPostHog was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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
ProfitWell Metrics21%#2 of 15PostHog0%#7 of 15ProfitWell Metrics13%#2 of 14PostHog2%#8 of 14ProfitWell Metrics0%#13 of 13PostHog0%#11 of 13What the models said about ProfitWell Metrics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“ProfitWell Metrics (by Paddle) — *Avoid if you need reliability*” DeepSeek V4 Flash · negative prompt · hard negative
“be aware of the upsell pushes and evaluate whether an MoR architecture fits your long-term business strategy before committing” Gemini 3.5 Flash · negative prompt · soft negative
“Cautions: branding drift, redirection to Paddle, and slower feature advancement vs pure-play subscription analytics vendors.” Muse Glimmer 30B · negative prompt · soft negative
“In practice ProfitWell Metrics is the cheapest "best" for pure MRR/churn/LTV dashboards: no subscription cost at any scale.” Muse Glimmer 30B · budget prompt · first choice
“The Best for "Pure" SaaS Financial Metrics: ProfitWell (by Paddle) ... this is the industry standard.” Qwen 3.7 Flash · direct prompt · first choice
“ProfitWell Metrics by Paddle is a zero-budget entry point that is free rather than trial-limited” Claude Haiku 4.5 · budget prompt · first choice
What the models said about PostHog
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“be cautious about using Mixpanel, Amplitude, Heap, Pendo, PostHog etc. for MRR, NRR, churn, LTV” Muse Glimmer 30B · negative prompt · hard negative
“Use PostHog, Mixpanel, or Amplitude for behavioral metrics ... Never use them for financial metrics” Gemini 3.5 Flash · negative prompt · soft negative
“Product analytics tools—Amplitude, Mixpanel, PostHog, or Heap—for financial metrics” Perplexity Sonar · negative prompt · soft negative
“Primary dashboard: PostHog (free) for product analytics.” GLM 4.7 FlashX · budget prompt · first choice
“consider alternatives like open-source options (e.g., PostHog) or spreadsheets for simplicity” Grok 4.20 · negative prompt · alternative
“The leading open-source platform. It gives you control over data privacy and hosting.” Qwen 3.7 Flash · comparative prompt · alternative
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.