Darwin Analytics
Darwin operates an AI-powered two-sided marketplace for embedded in-video advertising, connecting 200,000+ creators with 500+ brands through automated creator matching, photorealistic ad generation, and per-placement incrementality attribution. The platform is powered by its proprietary Atlas foundation model.
- Company typePrivate
- Founded2020
- HeadquartersNewport Beach, United States
- Headcount1–10
- GTM typeB2B and B2C
- OfferingSoftware
What Darwin Analytics does
Darwin Technologies, Inc. (operating as Darwin) operates a two-sided AI-powered marketplace for embedded in-video advertising, connecting brands with content creators across YouTube, TikTok, and Instagram. The company's brand-facing product, Darwin Ads, enables advertisers to launch creator campaigns from a website URL to live placement in a single session, with AI handling creator matching, placement generation, and budget allocation; its creator-facing product, Darwin Studio, enables creators to monetize video content — including the estimated 80% of library content that traditional sponsorships leave unmonetized — by connecting channels, auto-identifying ad slots, and approving placements. Pricing on the brand side is a monthly subscription starting at $25,000 (with dedicated account management above $100K/month and custom pricing above $750K/month); on the creator side, monetization flows through CPM ($1–$50) and flat-rate ($1K–50K) placements plus an optional guaranteed $3,000/two-week Creator Deal.
The platform is powered by Atlas 1.0, a proprietary foundation model trained on real campaign outcomes, creator videos, and social graphs that handles adaptive ad generation (78% first-try success vs 49% for GPT-5.2 Vision and 61% for Gemini 3 VLM), ad slot identification (F1 0.77), placement quality indexing, and campaign recommendations (NDCG@10 0.67). Supporting infrastructure includes Darwin Pixel (web + mobile SDK for attribution), Darwin Amplify (automatic paid boosting via Spark Ads, Partnership Ads, YouTube Boost, and open-internet display once placements hit the 90th percentile), an AI incrementality attribution model, and autonomous creator/brand avatars that transact on the network. Wayve, launched in January 2026, extends the model into a consumer-facing iOS app for personalized video generation.
The company is headquartered in Newport Beach, California with a Palo Alto office, was founded in 2020 (founder & CEO Sanjit Juneja), employs 1–10 people, and has raised $1M in pre-seed funding led by a16z Speedrun in March 2025. Reported ecosystem scale is 200,000+ creators and 500+ brands, with marquee brand logos including McDonald's, Pepsi, Doritos, Cheetos, Nike, Adobe, Squarespace, Notion, dbrand, Secretlab, AG1, and Autonomous. The go-to-market motion is product-led for self-serve launch and SMB brand tiers, with a sales-assisted overlay for enterprise budgets above $100K/month.
Darwin Analytics firmographics
Firmographics- Name
- Darwin Analytics
- Legal name
- Darwin Technologies, Inc.
- Website
- https://darwin.so
- Company type
- Private
- Founded year
- 2020
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Darwin operates an AI-powered two-sided marketplace for embedded in-video advertising, connecting 200,000+ creators with 500+ brands through automated creator matching, photorealistic ad generation, and per-placement incrementality attribution. The platform is powered by its proprietary Atlas foundation model.
- Ownership category
- akta.pro rank
Darwin Analytics industry classification
Industry- Product category
- Creator Advertising Marketplace
- NAICS
- Advertising Agencies (54181)
- SIC
- Services-Advertising Agencies (7311)
- akta.pro primary industry
- Advertising, Marketing & Customer Personalization (HDAAAGAC)
- akta.pro secondary industries
- Social Commerce Advertising & Shoppable Ads Platforms (CRAFANAK), Short-Form Video Shopping & Shoppable Video Platforms (MPACAHAI)
Keywords
Where Darwin Analytics is headquartered
LocationHeadquarters
- HQ city
- Newport Beach
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Darwin Analytics business model
Business model- GTM type
- B2B and B2C
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- Advertising Platform Fees (Brands): Darwin charges brands a monthly budget commitment with a minimum of $25,000/month for Always-On campaigns. The platform charges a service fee as a markup on Creator rates, included in the total price presented during Campaign Review. For One-Time campaigns, minimum is 30 days at the monthly rate.
- Creator Ad Slot Revenue Share: Creators earn from CPM (cost per thousand views ranging $1-50) and Flat Rate placements ($1K-50K per placement). Darwin's Creator Deal offers guaranteed biweekly pay of $3,000/2 weeks (~$6,000/month). Creators set their own floor and cap. Payments process within 24 hours of placement going live.
- Avatar Agent Services: Free with Darwin. Standalone avatar agent service priced at $49/month for public network actions like finding creators, sending proposals, negotiating terms. Private tasks like analytics and brand safety audits priced from $10 each.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Monthly | Always-On Campaign (Brands) - Minimum tier |
| Subscription | Monthly | Always-On Campaign - Mid-tier scale |
| Subscription | Monthly | Custom Enterprise - Above $100K/month |
| Usage-based | Monthly | Creator CPM Model |
| One time/ perpetual license | Pay-as-you-go | Creator Flat Rate Model |
| Subscription | Pay-as-you-go | Creator Deal - Guaranteed Income |
Go-to-market motion2 records
Distribution channels5 records
Marketing channels5 records
Darwin Analytics product offering
Product offeringCore offering
Darwin operates an AI-powered marketplace that programmatically connects brands with content creators for embedded in-video advertising. The platform identifies natural ad slots within creator video content across YouTube, TikTok, and Instagram, generates photorealistic brand placements using its Atlas foundation model, and handles attribution, payment, and amplification end-to-end. It serves brands (Darwin Ads), creators (Darwin Studio), and consumers (Wayve personalized video app).
Product overview
Darwin operates as a multi-sided platform for adaptive media with three core products: Darwin Ads (brand-facing AI-powered advertising marketplace for programmatic in-video placements), Darwin Studio (creator-facing monetization platform), and Wayve (consumer-facing personalized video generation app). The platform is powered by Atlas 1.0, a unified foundation model that handles adaptive ad generation, visual identification, placement quality indexing, and campaign recommendations. Supporting modules include Darwin Pixel (attribution tracking), Darwin Amplify (automatic performance boosting), and AI Attribution (incrementality measurement). The architecture connects brands seeking authentic creator integrations with creators monetizing their content through AI-identified ad slots, all mediated by autonomous agent avatars on both sides.
Differentiator
Problem solved
Functional benefit
Brands
- Darwin Ads: AI-powered marketplace for embedded in-video advertising connecting brands with creators.
- Darwin Studio
- Wayve
- Atlas
Products and services
- Darwin Ads AI-powered brand-facing marketplace platform for purchasing embedded in-video advertising placements. Enables programmatic buying of ad slots across creator content with AI-generated placement previews, real-time analytics, attribution tracking, and automated amplification. Targeted at enterprise brands and agencies.
- Darwin Studio Creator-facing monetization platform enabling content creators to monetize their videos through automated ad slot identification, brand matching, and placement approval. Creators connect channels, set preferences, and receive payouts from embedded advertising. Targeted at individual content creators.
- Wayve Consumer-facing iOS application that generates personalized video content where subject matter, examples, references, and framing adapt to individual viewer identity and context. Delivers content in curated daily batches. Targeted at individual consumers.
Quantifiable outcome
- 78% first-try generation success rate (vs 49% GPT-5.2 Vision, 61% Gemini 3 VLM)
- +5 more outcomes
Companies that use Darwin Analytics
Customer profileNamed customers12 records
Segments4 records
Ideal customer profiles3 records
Darwin Analytics technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration11 records
AI capability14 records
Feature9 records
Darwin Analytics partnerships and signals
Strategic signalPartnerships
Eight partnerships are on record, tiered core.
- YouTubecorePlatform for creator content distribution and monetization. Darwin pulls views, retention curves, audience demographics, engagement, and follower data through Creator OAuth. Embedded ads and native posts run on YouTube and YouTube Shorts.
- TikTokcorePlatform for creator content distribution and monetization. Darwin connects via profile URL. Embedded ads and native posts run on TikTok and TikTok content.
- InstagramcorePlatform for creator content distribution and monetization. Darwin connects via profile URL. Embedded ads and native posts run on Instagram, Instagram Reels, and Instagram Stories.
- Google Campaign Manager 360 (CM360)coreAd-server integration for conversion tracking. Brands can provide CM360 click tracker URL as campaign redirect. Conversions appear in CM360 reporting alongside other media. Darwin handles setup and management.
- StripecoreThird-party payment processor for secure payment handling. Darwin does not store full credit card numbers on servers. Stripe handles payment processing for both brand campaigns and creator payouts.
- VercelcoreHosting and infrastructure provider. Used for Platform hosting and analytics (Vercel Analytics for usage measurement and performance monitoring).
- AWScoreAmazon Web Services used for hosting and infrastructure. Part of Darwin's cloud infrastructure stack.
- LoopscoreEmail service provider for transactional and marketing communications. Used for product updates and campaign-related emails.
Scale indicators9 records
Recent moves7 records
Expansion highlights5 records
Darwin Analytics competitors and assessment
Company assessmentDirect peers
- LTK (formerly rewardStyle): LTK is the largest creator-driven shopping platform, monetizing influencer recommendations with measurable commerce outcomes. Comparable to Darwin Studio as a creator-monetization infrastructure layer for video content.
- Grin: Grin is a creator marketing platform focused on relationship management, content workflows, and ROI measurement for brands running influencer programs. Closely comparable to Darwin's brand-facing AI marketplace.
- CreatorIQ: CreatorIQ is an enterprise influencer marketing platform that helps brands discover creators, manage campaigns, and measure ROI. Direct comparable to Darwin Ads on the brand side of creator-led advertising.
- Aspire: Aspire (formerly AspireIQ) is a creator marketing platform that connects brands with influencers and provides campaign management, content approval, and analytics. Directly comparable to Darwin Ads on the brand-creator workflow side.
- Influencer.com (formerly Revfluence): Influencer.com is an influencer marketing platform offering discovery, campaign management, and analytics. Comparable to Darwin Ads in serving brands that want to operationalize creator advertising.
Emerging players
- TubeBuddy: TubeBuddy is a YouTube creator optimization and monetization tool. Overlapping only on the creator-monetization side and YouTube-specific; narrower than Darwin's multi-platform approach.
Broad incumbents
- TikTok Creator Marketplace: TikTok's native creator-brand matchmaking platform. A walled-garden incumbent that competes directly with Darwin on creator discovery and campaign execution within TikTok's ecosystem.
- Synthesia: Synthesia is an AI video generation platform specializing in avatar-based video. Comparable technology lineage to Darwin's Atlas and an employer source for Darwin's team. Broader in enterprise video use cases than Darwin's embedded advertising focus.
- Runway: Runway is a generative AI video platform with foundation models for video creation and editing. Comparable technology base to Atlas, though broader in scope (creative tools for prosumer/enterprise) rather than advertising-specific.
- Meta Partnership Ads: Meta's native paid amplification for creator content across Facebook and Instagram. Already integrated into Darwin Amplify as a paid boost channel, but also a competing solution for brands that could bypass Darwin entirely.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks7 records
Key highlights7 records
Customer concentration
Darwin Analytics social profiles
Digital presenceDarwin Analytics financial estimates
Financial estimateRevenue estimate
Valuation estimate
Darwin Analytics leadership team
Management profileNumber of profiles
Profiles2 records
Darwin Analytics funding detail
Funding detailFunding overview
Funding rounds1 record
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Darwin Analytics M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Darwin Analytics
What does Darwin Analytics do?
Darwin operates an AI-powered marketplace that programmatically connects brands with content creators for embedded in-video advertising. The platform identifies natural ad slots within creator video content across YouTube, TikTok, and Instagram, generates photorealistic brand placements using its Atlas foundation model, and handles attribution, payment, and amplification end-to-end. It serves brands (Darwin Ads), creators (Darwin Studio), and consumers (Wayve personalized video app).
Is Darwin Analytics a public or private company?
Darwin Analytics is a private company. It is classified as venture growth investor backed and is currently operating.
When was Darwin Analytics founded?
Darwin Analytics was founded in 2020. It employs 1 to 10 people.
Where is Darwin Analytics based?
Darwin Analytics is headquartered in Newport Beach, United States, in the North America region.
How does Darwin Analytics make money?
Three revenue lines are on record. Advertising Platform Fees (Brands) is the primary driver. The others are creator Ad Slot Revenue Share and avatar Agent Services.
Who are Darwin Analytics's main competitors?
Direct peers on record are LTK (formerly rewardStyle), Grin, CreatorIQ, Aspire and Influencer.com (formerly Revfluence). TubeBuddy is listed as an emerging player. Broad incumbents are TikTok Creator Marketplace, Synthesia, Runway and Meta Partnership Ads.
Does Darwin Analytics have an API?
No public API is recorded for Darwin Analytics.
What industry is Darwin Analytics in?
Darwin Analytics's product category is Creator Advertising Marketplace. Its primary akta.pro industry code is HDAAAGAC, Advertising, Marketing & Customer Personalization, with a secondary code of CRAFANAK, Social Commerce Advertising & Shoppable Ads Platforms. Its NAICS code is 54181 and its SIC code is 7311.