Neustar MarketShare vs Recast
Reviewed by MarTechRadar Research Desk. Pricing & entity snapshots verified Oct 16, 2026.
Neustar MarketShare (Web SaaS) and Recast (Web SaaS) both compete in Marketing Mix Modeling & Incremental Lift. On pricing, Neustar MarketShare lists Custom / enterprise pricing (no free plan disclosed), whereas Recast lists Custom / enterprise pricing (no free plan disclosed). Technically, Neustar MarketShare is rated L2 · Workflow copilot with a 2.2/5.0 (Workflow-embedded) moat, while Recast is rated L2 · Workflow copilot with a 2.4/5.0 (Workflow-embedded) moat. Corporate profile: Neustar MarketShare (HQ United States) vs. Recast (founded 2021, HQ New York, United States, $4.5M funding). Verified by the MarTechRadar Research Desk (Oct 16, 2026 for Neustar MarketShare; Oct 6, 2026 for Recast). At a 5-seat team baseline, Neustar MarketShare starts at Custom quote vs Recast at Custom quote.
Neustar MarketShare
Enterprise marketing mix modeling and unified analytics platform delivering econometric attribution, lift measurement, and cross-channel budget optimization.
5-User Team Cost: Custom quote (Custom / enterprise pricing) · Autonomy: L2 · Workflow copilot · Moat: 2.2/5.0 (Workflow-embedded)
Target fit: DTC / eCommerce, Enterprise Brands (Web SaaS)
Recast
Modern econometrics platform combining continuous Bayesian marketing mix modeling with GeoLift incrementality tests to optimize cross-channel spend.
5-User Team Cost: Custom quote (Custom / enterprise pricing) · Autonomy: L2 · Workflow copilot · Moat: 2.4/5.0 (Workflow-embedded)
Target fit: B2B SaaS (Web SaaS)
How Neustar MarketShare and Recast differ
- Headquarters: Neustar MarketShare in United States, Recast in New York, United States.
- Funding stage: Neustar MarketShare is Acquired; Recast is Seed.
- Audience: Neustar MarketShare targets DTC / eCommerce, Enterprise Brands; Recast targets B2B SaaS.
Computed from the fields below. Only editor-verified ratings and vendor-sourced prices are compared.
When to choose Neustar MarketShare vs Recast (and when to walk away)
Choose Neustar MarketShare if
- Target ICP & Stack Fit: You operate as DTC / eCommerce and Enterprise Brands requiring a Web SaaS deployment for Marketing Mix Modeling.
- L2 Architecture & Defensibility: High defensibility anchored in deep enterprise footprint, complex multi-touch attribution linkage with proprietary identity graphs, and longitudinal econometric modeling frameworks.
- Commercial Model Fit: Your procurement budget aligns with Custom / enterprise pricing.
Walk away from Neustar MarketShare if
- Walk away if you require transparent self-serve monthly billing or your budget ceiling is under $1,000/mo (Neustar MarketShare requires sales-gated custom quoting).
- Walk away if your workflow cannot tolerate data ingestion latency: Econometric calibration depends on synchronized offline sales files and media impressions, creating multi-week lags that impede intra-week operational pacing.
- Walk away if schema maintenance overhead is a deal-breaker for your team: Frequent taxonomy shifts across disparate channel feeds require manual data engineering interventions to preserve model integrity and variable definitions.
Choose Recast if
- Target ICP & Stack Fit: You operate as B2B SaaS requiring a Web SaaS deployment for Marketing Mix Modeling, with verified ecosystem connectivity for Slack, Notion, Looker, Model Context Protocol (MCP).
- L2 Architecture & Defensibility: Defensibility stems from proprietary Bayesian Markov Chain Monte Carlo optimization engines configured for continuous weekly updates rather than static semi-annual snapshots, combined with unified GeoLift experiment design calibration.
- Commercial Model Fit: Your procurement budget aligns with Custom / enterprise pricing.
Walk away from Recast if
- Walk away if you require transparent self-serve monthly billing or your budget ceiling is under $1,000/mo (Recast requires sales-gated custom quoting).
- Walk away if your workflow cannot tolerate historical data cold start: Bayesian time-series models face a cold start and need months of steady spend and sales history to isolate clean lift.
- Walk away if geolift setup friction is a deal-breaker for your team: Running clean matched-market GeoLift holdout tests creates friction on ad channels that lack strict regional budget blocks.
Side-by-side facts
| Field | Neustar MarketShare | Recast |
|---|---|---|
| Subtrack | Marketing Mix Modeling & Incremental Lift | Marketing Mix Modeling & Incremental Lift |
| Pricing | Custom / enterprise pricing | Custom / enterprise pricing |
| Pricing model | Enterprise / quote | Enterprise / quote |
| Published pricing tiers | Enterprise / Custom (Custom quote) | Enterprise / Custom (Custom quote) |
| Free access | No free plan disclosed | No free plan disclosed |
| Enterprise plan | Yes | Yes |
| AI autonomy level | L2 · Workflow copilot | L2 · Workflow copilot |
| Moat tier & score | 2.2 / 5.0 · Workflow-embedded | 2.4 / 5.0 · Workflow-embedded |
| Delivery | Web SaaS | Web SaaS |
| Audience | DTC / eCommerce, Enterprise Brands | B2B SaaS |
| Ecosystem integrations | — | Slack, Notion, Looker, Model Context Protocol (MCP) |
| Compliance & governance | — | SOC 2 |
| Funding & backing | Acquired | $4.5M · Backed by Lerer Hippeau, Allbirds, Data Tech Fund, Good Friends, Jonah Goodhart |
| Founded | — | 2021 |
| Headquarters | United States | New York, United States |
| Fact-checked | MarTechRadar Research Desk, Oct 16, 2026 | MarTechRadar Research Desk, Oct 6, 2026 |
| Governance & docs | — | API & Docs ↗ · Privacy ↗ |
Neustar MarketShare vs Recast: TCO & constraint stress test
Test how both tools behave under your team size, monthly budget ceiling, CRM ecosystem, and governance guardrails.
Neustar MarketShare
High Deal-Risk · Constraint Mismatch- Opaque Enterprise Quoting vs. SMB/Mid-Market Budget: Neustar MarketShare does not disclose a public self-serve floor (Custom / enterprise pricing). Buyers with a $800/mo cap face high sales-qualification friction.
- Sales-Gated Contract Terms: Pricing is available on request through tailored enterprise sales quotes, with custom enterprise tiers structured around organizational scale, user seats, and workflow volume.
- Primary Operational Bottleneck: Sparse Channel Cold Starts: Testing emerging media channels with insufficient spend history degrades regression accuracy, yielding wide confidence intervals and unhelpful budget recommendations.
Walk-Away Rule: Walk away if you require transparent self-serve monthly billing or your budget ceiling is under $1,000/mo (Neustar MarketShare requires sales-gated custom quoting).
Negotiation Lever: Demand a 30- to 60-day paid pilot opt-out clause in the Neustar MarketShare order form before signing a 12-month enterprise commitment.
Recast
High Deal-Risk · Constraint Mismatch- Opaque Enterprise Quoting vs. SMB/Mid-Market Budget: Recast does not disclose a public self-serve floor (Custom / enterprise pricing). Buyers with a $800/mo cap face high sales-qualification friction.
- Sales-Gated Contract Terms: Recast sells through custom annual enterprise contracts with pricing available on request. Subscription fees scale with measured yearly media spend, number of modeled channels, GeoLift test support, and econometrician onboarding.
- Primary Operational Bottleneck: GeoLift Setup Friction: Running clean matched-market GeoLift holdout tests creates friction on ad channels that lack strict regional budget blocks.
Walk-Away Rule: Walk away if you require transparent self-serve monthly billing or your budget ceiling is under $1,000/mo (Recast requires sales-gated custom quoting).
Negotiation Lever: Demand a 30- to 60-day paid pilot opt-out clause in the Recast order form before signing a 12-month enterprise commitment.
Limitations
Neustar MarketShare
Operational considerations and platform boundaries include: Data Ingestion Latency: Econometric calibration depends on synchronized offline sales files and media impressions, creating multi-week lags that impede intra-week operational pacing.Full limitations in the Neustar MarketShare review
Recast
Limitations and trade-offs to weigh before choosing Recast: Historical Data Cold Start: Bayesian time-series models face a cold start and need months of steady spend and sales history to isolate clean lift.Full limitations in the Recast review
Official vendor architectural differentiators & migration proof
To help buyers evaluate real-world switching costs, verified founders, solutions architects, and PMMs at both Neustar MarketShare and Recast can submit up to 3 evidence-backed architectural differentiators or verified customer migration case studies.
Why teams choose Neustar MarketShare over Recast
Work at Neustar MarketShare? Verify your official domain email to publish 3 technical differentiators, migration benchmarks, or a head-to-head buyer sandbox offer on this comparison page:
+ Submit Neustar MarketShare Official Differentiators & Case Study →Why teams choose Recast over Neustar MarketShare
Work at Recast? Verify your official domain email to publish 3 technical differentiators, migration benchmarks, or a head-to-head buyer sandbox offer on this comparison page:
+ Submit Recast Official Differentiators & Case Study →Pricing notes & tier schedules
Neustar MarketShare: Custom / enterprise pricing
Pricing is available on request through tailored enterprise sales quotes, with custom enterprise tiers structured around organizational scale, user seats, and workflow volume.
- Enterprise / Custom (Custom quote, 15–50+ seats (Enterprise SLA)): Sales-negotiated annual contract for custom volume, SSO/RBAC governance, and dedicated SLA.
- Data Ingestion Latency: Econometric calibration depends on synchronized offline sales files and media impressions, creating multi-week lags that impede intra-week operational pacing.
- Schema Maintenance Overhead: Frequent taxonomy shifts across disparate channel feeds require manual data engineering interventions to preserve model integrity and variable definitions.
Recast: Custom / enterprise pricing
Recast sells through custom annual enterprise contracts with pricing available on request. Subscription fees scale with measured yearly media spend, number of modeled channels, GeoLift test support, and econometrician onboarding. Buyers book a sales call to scope an annual contract.
- Enterprise / Custom (Custom quote, 15–50+ seats (Enterprise SLA)): Sales-negotiated annual contract for custom volume, SSO/RBAC governance, and dedicated SLA.
- Credit & Usage Burn Multiplier: Workflows on Recast consume metered credits or usage quotas; voice/media minutes, multi-step synthesis, or high-frequency runs can exhaust base allocations and trigger mid-cycle top-up packs.
- Historical Data Cold Start: Bayesian time-series models face a cold start and need months of steady spend and sales history to isolate clean lift.
Frequently asked questions: Neustar MarketShare vs Recast
How does Neustar MarketShare pricing compare to Recast in 2026?
Neustar MarketShare is listed at Custom / enterprise pricing (enterprise / quote, no free plan disclosed), whereas Recast is listed at Custom / enterprise pricing (enterprise / quote, no free plan disclosed).
How do Neustar MarketShare and Recast compare on AI autonomy and moat depth?
On the MarTechRadar L1–L5 scale, Neustar MarketShare is rated L2 · Workflow copilot with a Workflow-embedded moat (2.2/5.0), while Recast is rated L2 · Workflow copilot with a Workflow-embedded moat (2.4/5.0).
Which teams are Neustar MarketShare and Recast built for?
Neustar MarketShare is a Web SaaS product in Marketing Mix Modeling & Incremental Lift designed for DTC / eCommerce, Enterprise Brands. Recast is a Web SaaS product in Marketing Mix Modeling & Incremental Lift designed for B2B SaaS.
What are the main limitations of Neustar MarketShare vs Recast?
For Neustar MarketShare: Operational considerations and platform boundaries include: Data Ingestion Latency: Econometric calibration depends on synchronized offline sales files and media impressions, creating multi-week lags that impede intra-week operational pacing. For Recast: Limitations and trade-offs to weigh before choosing Recast: Historical Data Cold Start: Bayesian time-series models face a cold start and need months of steady spend and sales history to isolate clean lift.
What are the hidden TCO drivers and contract negotiation levers for Neustar MarketShare vs Recast?
For Neustar MarketShare: Data Ingestion Latency (Econometric calibration depends on synchronized offline sales files and media impressions, creating multi-week lags that impede intra-week operational pacing.) Negotiation lever: Demand a 30- to 60-day paid pilot opt-out clause in the Neustar MarketShare order form before signing a 12-month enterprise commitment. For Recast: Credit & Usage Burn Multiplier (Workflows on Recast consume metered credits or usage quotas; voice/media minutes, multi-step synthesis, or high-frequency runs can exhaust base allocations and trigger mid-cycle top-up packs.) Negotiation lever: Demand a 30- to 60-day paid pilot opt-out clause in the Recast order form before signing a 12-month enterprise commitment.
Excerpts are quoted verbatim from each fact-checked review. Last updated Oct 16, 2026.