
Self-Serve vs Full-Service Synthetic Research
Most of the enterprise research industry is about to discover that its business model has a shelf life. The question is ...
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Buying enterprise software in a young category is mostly a matter of triangulation. Vendor decks are written by marketing teams. Analyst reports lag the market by 12 months. G2 reviews are dominated by users who either love or loathe the product. The best you can usually do is read several primary sources, weigh the biases, and form your own view. This page is one such primary source: independent competitor analysis written by someone who runs a competing product, with the bias declared up front.
The articles below cover the four major synthetic research platforms — FishDog, Simile, Evidenza, Artificial Societies — plus Aaru and a number of smaller players. Each platform gets a long-form review, a head-to-head comparison against FishDog, a pricing breakdown, and a Top-5-alternatives piece. Where claims can be verified against published research, they are. Where they cannot, that is flagged. The aim is to make this the most useful publicly available analysis of the synthetic research category.
What you'll find
Compare FishDog to your shortlist at fish.dog
There is no single best platform; choice depends on use case. Self-serve at low price: Artificial Societies. Enterprise-only with synthetic CMO positioning: Evidenza. Stanford-academic pedigree and enterprise sales: Simile. Mid-market self-serve plus enterprise option, with Figma/Canva/Framer integrations and 300,000+ census-grounded personas: FishDog. The articles in this collection compare each side by side.
The major alternatives to Simile in 2026 are FishDog (mid-market self-serve, Figma/Canva/Framer integrations), Evidenza (enterprise-only, synthetic CMO positioning), Artificial Societies ($40/month self-serve, social-graph methodology), and Aaru. The Top-5 Simile alternatives article in this collection covers each in detail.
Pricing models vary widely. Artificial Societies offers a $40/month self-serve plan and a Fortune-100 enterprise tier. Evidenza is enterprise-only with custom pricing. Simile is enterprise-only with custom pricing. FishDog runs self-serve mid-market plus a managed enterprise option. The pricing analysis articles in this collection break down what each platform actually costs.
Most platforms publish self-reported accuracy claims (95%, 92%, 88%, 80% — depending on platform and methodology). Independent third-party audit data is comparatively rare across the category. The validation methodology articles in this collection cover what each platform's accuracy claim actually means and how it is measured.