Lapis vs Protaigé

Both tools are listed under Dynamic Creative Optimization / DCO, and both have been fact-checked by a named editor. This page lines up their structured data and quotes each review’s limitations and pricing notes; it does not pick a winner.

Lapis

Autonomous ad creative engine that generates, deploys, and optimizes multi-platform paid campaigns using closed-loop performance feedback.

Pricing: From $99/mo · Autonomy: L3 · Conditional automation · Moat: 3.8/5.0 (Proprietary moat)

Target fit: Performance Marketing Directors, Ad Agencies, Retail Media Advertisers (Web SaaS)

Read the Lapis review

Protaigé

Autonomous generative dynamic creative platform turning high-level marketing briefs into brand-aligned, multi-channel ad variants.

Pricing: Free plan · $0/mo · Enterprise plan · Autonomy: L3 · Conditional automation · Moat: 4.2/5.0 (Proprietary moat)

Target fit: Performance Marketing Directors, Ad Agencies, Retail Media Advertisers (Web SaaS)

Read the Protaigé review

How Lapis and Protaigé differ

Pricing model: Lapis is subscription, Protaigé is freemium.
Protaigé has a free plan; none is recorded for Lapis.
Protaigé was founded earlier (2023) than Lapis (2025).
Headquarters: Lapis in San Francisco, California, Protaigé in Singapore.

Computed from the fields below. Only editor-verified ratings and vendor-sourced prices are compared.

Side-by-side facts

Field	Lapis	Protaigé
Subtrack	Dynamic Creative Optimization / DCO	Dynamic Creative Optimization / DCO
Pricing	From $99/mo	Free plan · $0/mo · Enterprise plan
Pricing model	Subscription	Freemium
Free access	No free plan disclosed	Free plan
Enterprise plan	Not recorded	Yes
AI autonomy level	L3 · Conditional automation	L3 · Conditional automation
Moat tier	Proprietary moat	Proprietary moat
Delivery	Web SaaS	Web SaaS
Audience	Performance Marketing Directors, Ad Agencies, Retail Media Advertisers	Performance Marketing Directors, Ad Agencies, Retail Media Advertisers
Headquarters	San Francisco, California	Singapore
Fact-checked	Anthony Hay, Oct 12, 2026	Jagmeet Sine, Oct 12, 2026

AI Head-to-Head Procurement Simulator · Evidence-Locked Dossier

Lapis vs Protaigé: TCO & constraint stress test

Test how both tools behave under your team size, monthly budget ceiling, CRM ecosystem, and governance guardrails.

1. Team / Seat Scale

2. Monthly Budget Ceiling

3. Primary Stack

4. Guardrail

Under a 5-seat / $800/mo profile, Lapis carries lower procurement friction (Low Procurement Risk · Strong Fit) than Protaigé (Conditional Fit · Contract & Stack Caveats). Lapis publishes a self-serve floor (From $99/mo), whereas Protaigé requires a custom quote (Free plan · $0/mo · Enterprise plan).

Lapis

Low Procurement Risk · Strong Fit

Estimated Floor (5 Seats · Basic)From $99 / mo ($1,188 / yr floor)Published base floor: From $99/mo.Fits within $800/mo cap (12% of ceiling at base floor)

Published Self-Serve Entry Floor: Lapis publishes a transparent entry point (From $99/mo) for initial validation before committing.
Primary Operational Bottleneck: Credit Consumption Caps: Creative generation workflows are strictly governed by monthly credit allowances, meaning high-velocity multivariate experiments can stall mid-cycle without incremental credit allocation.

Walk-Away Rule: Walk away if your workflow requires uncapped enterprise volume on the From $99/mo entry plan without upgrading tiers.

Negotiation Lever: Validate exact quota thresholds (seats, credits, or API calls) included in Lapis's From $99/mo tier before converting from monthly to annual billing.

Lapis Pricing ↗Full Lapis Review →

Protaigé

Conditional Fit · Contract & Stack Caveats

Estimated Floor (5 Seats · Enterprise / Custom)Custom Quote (Free plan · $0/mo · Enterprise plan)Vendor does not publish a self-serve USD floor on its pricing page; requires sales qualification.Sales-gated pricing vs. $800/mo cap (High quote risk)

Opaque Enterprise Quoting vs. SMB/Mid-Market Budget: Protaigé does not disclose a public self-serve floor (Free plan · $0/mo · Enterprise plan). Buyers with a $800/mo cap face high sales-qualification friction.
Published Self-Serve Entry Floor: Protaigé publishes a transparent entry point (Free plan · $0/mo · Enterprise plan) with a free tier for initial validation before committing.
Tier Fit for 5-Seat Scale: Lite ($30/mo): Everything in Free, plus:
Primary Operational Bottleneck: Algorithmic Drift and Hallucination: Unsupervised creative generation can introduce subtle off-brand visual artifacts or hallucinatory marketing claims when brief parameters lack highly explicit structural boundaries.

Walk-Away Rule: Walk away if your workflow requires uncapped enterprise volume on the Free plan · $0/mo · Enterprise plan entry plan without upgrading tiers.

Negotiation Lever: Validate exact quota thresholds (seats, credits, or API calls) included in Protaigé's Free plan · $0/mo · Enterprise plan tier before converting from monthly to annual billing.

Protaigé Pricing ↗Full Protaigé Review →

Interactive Head-to-Head Scenario Red-Teamer · Fact-Gate Verified

Limitations

Lapis

Operational considerations and platform boundaries include: API Rate Limits and Ad Network Governance: Automated campaign generation and frequent variant updates are bound by external network API rate limits and downstream creative review latencies across Meta and Google, which can delay real-time flighting.

Full limitations in the Lapis review

Protaigé

Operational considerations and platform boundaries include: Algorithmic Drift and Hallucination: Unsupervised creative generation can introduce subtle off-brand visual artifacts or hallucinatory marketing claims when brief parameters lack highly explicit structural boundaries.

Full limitations in the Protaigé review

Pricing notes

Lapis: From $99/mo

Commercial access to Lapis follows a hybrid SaaS and managed subscription model. The self-serve Basic tier begins at $99 per month and provides 25 monthly generation credits, access to multi-network publishing across Google, Meta, and LinkedIn, competitor tracking via Brand Radar, and performance forecasting.

Pricing details in the Lapis review

Lapis pricing page

Protaigé: Free plan · $0/mo · Enterprise plan

Commercial access is structured around production volume and team scale. Organizations can evaluate core generative capabilities through an entry-level tier starting at $0, providing limited brief processing and asset generation credits.

Pricing details in the Protaigé review

Protaigé pricing page

Frequently asked questions: Lapis vs Protaigé

How does Lapis pricing compare to Protaigé in 2026?

Lapis is listed at From $99/mo (subscription, no free plan disclosed), whereas Protaigé is listed at Free plan · $0/mo · Enterprise plan (freemium, free plan).

How do Lapis and Protaigé compare on AI autonomy and moat depth?

On the MarTechRadar L1–L5 scale, Lapis is rated L3 · Conditional automation with a Proprietary moat moat (3.8/5.0), while Protaigé is rated L3 · Conditional automation with a Proprietary moat moat (4.2/5.0).

Which teams are Lapis and Protaigé built for?

Lapis is a Web SaaS product in Dynamic Creative Optimization / DCO designed for Performance Marketing Directors, Ad Agencies, Retail Media Advertisers. Protaigé is a Web SaaS product in Dynamic Creative Optimization / DCO designed for Performance Marketing Directors, Ad Agencies, Retail Media Advertisers.

What are the main limitations of Lapis vs Protaigé?

For Lapis: Operational considerations and platform boundaries include: API Rate Limits and Ad Network Governance: Automated campaign generation and frequent variant updates are bound by external network API rate limits and downstream creative review latencies across Meta and Google, which can delay real-time flighting. For Protaigé: Operational considerations and platform boundaries include: Algorithmic Drift and Hallucination: Unsupervised creative generation can introduce subtle off-brand visual artifacts or hallucinatory marketing claims when brief parameters lack highly explicit structural boundaries.

Excerpts are quoted verbatim from each fact-checked review. Last updated Oct 12, 2026.