Use capped free proof, paid pilots, then hybrid production pricing: base subscription plus usage meters plus optional verified outcome upside. Freemium is useful for developer trust and benchmark-led demos, but it should not be the core business model.
Keep a small free proof tier, but sell freight as a 4-6 week paid ROI pilot immediately.
$15,000-$35,000 for 4-6 weeks
Metric: baseline replay, shadow mode, and up to 5,000 stops or 500 route plans
Overage: Pilot scope extension by quote once baseline volume is known
Buyer: Regional fleet, 3PL, field-service team, healthcare delivery operator
$2,500-$7,500/month + usage + verified savings kicker
Metric: included route plans, then usage by optimized stop, replan, Browser Run minute, and Catalyst-Q shots
Overage: $0.05-$0.20 per optimized stop, $1-$3 per replan, and 3%-8% verified savings share above the signed baseline
Buyer: Multi-depot operators with recurring daily planning
$75,000-$250,000/year plus optional success fee
Metric: contracted fleet scope
Overage: 3%-8% verified savings share after agreed baseline, only after minimum platform fee
Buyer: Large fleet or 3PL with measurable savings baseline
Free positioning: Public sandbox with synthetic data, 30 runs/month, no production dispatch, no Browser Run portal automation.
Value metric: optimized stops, route plans, and verified miles/fuel/lateness delta
Outcome metric: verified savings against baseline routes, capped at an agreed percentage
Sell exact chemistry as premium Verification-as-a-Service, not freemium compute.
$25,000-$100,000 per disputed catalyst/material verification
Metric: one scoped active-space system, small-subsystem checks, report packet, and scientist review loop
Overage: Additional geometry, spin state, or active-space variant by quote
Buyer: Catalysis, battery, biotech, pharma, AI materials, or national-lab team
$100,000-$500,000/year + usage
Metric: verification packets, active-space variants, report generations, and support tier
Overage: $1,000-$10,000 per additional high-value verification packet depending on active-space scope
Buyer: R&D group or AI science company with recurring candidate validation
$500,000-$2,000,000/year
Metric: portfolio scope, private deployment, custom chemistry workflows, and support SLA
Overage: Negotiated by molecule family, active-space envelope, and report volume
Buyer: Large pharma, BASF-style chemicals, battery major, or AI materials platform
Free positioning: Public sample packet and readiness screen only; no confidential molecule production result on free.
Value metric: verified active-space chemistry packets, consistency checks, and report-ready scientific due diligence
Outcome metric: avoided synthesis cycles, disputed DFT mechanism resolved, or investor/customer diligence cleared
Do not lead with freemium for airlines; lead with a controlled paid ops-analysis pilot.
$15,000-$40,000/month
Metric: up to 2,000 flight scenarios/month
Overage: $3-$12 per additional scenario sweep
Buyer: Airline ops innovation, dispatch analytics, aviation systems integrator
$75,000-$250,000/year per ops center
Metric: 10,000-50,000 scenarios/year
Overage: $2-$8 per scenario beyond plan
Buyer: Airline operations team with recurring what-if analysis
$250,000-$1,000,000/year
Metric: fleet, ops-center, and integration scope
Overage: Negotiated scenario or savings-share bands after accepted baseline
Buyer: Major airline, ANSP-adjacent integrator, aviation OEM partner
Free positioning: Public demo with non-operational sample scenarios and strict safety wording.
Value metric: scenario sweeps, fuel/time risk deltas, and dispatcher-reviewed advisories
Outcome metric: validated fuel-burn or delay-reduction proxy from historical/offline runs
Use paid pilots and annual contracts; freemium should be a simulator/demo only.
$20,000-$60,000/month
Metric: up to 1,000 dispatch/contingency scenarios/month
Overage: $10-$50 per additional scenario
Buyer: Utility innovation, VPP operator, DER aggregator
$150,000-$500,000/year per operating program
Metric: annual scenario and asset scope
Overage: Usage bands by scenario volume, asset count, or MW under advisory
Buyer: Utility, microgrid operator, VPP platform
$500,000-$2,000,000/year
Metric: system scope, reliability requirements, integrations, and support SLA
Overage: Optional shared value on verified curtailment/congestion savings
Buyer: Large utility or national infrastructure partner
Free positioning: Demo grid cases only; no production SCADA/EMS control actions.
Value metric: dispatch scenarios, constraint violations avoided, curtailment reduction, and operator-reviewed actions
Outcome metric: validated reduction in curtailment, congestion, outage minutes, or operating cost
Do not freemium operational ATC. Package simulator/training first.
$10,000-$35,000/month
Metric: up to 1,000 simulator scenarios/month
Overage: $10-$75 per additional scenario package
Buyer: ATC training center, aviation lab, university, simulation vendor
$100,000-$300,000/year per simulator program
Metric: training program scope
Overage: Scenario-volume bands after included package
Buyer: Training organization or simulation platform
$300,000-$1,500,000/year
Metric: simulator fleet, safety evidence, and integration complexity
Overage: Negotiated; no real-time operational ATC pricing until safety case matures
Buyer: ANSP, OEM, major simulation contractor
Free positioning: Research/demo only with synthetic simulator data and explicit non-operational disclaimers.
Value metric: simulator scenarios, conflict-resolution advisories, workload scores, and safety-case artifacts
Outcome metric: training throughput, scenario quality, workload reduction proxy, or offline flow improvement
Pricing should be reviewed after the first three paid pilots because real route/scenario volume will matter more than estimates.
Workers Paid has a low platform floor and clear usage overages, so Catalyst-Q can package predictable base plans while tracking marginal cost.
Workers AI is neuron-priced and includes a daily free allocation, which makes capped free trials viable but rules out unlimited freemium.
Browser Run charges on browser hours and, for sessions, concurrency, so evidence capture and web automation need explicit metering.
Agents require Durable Objects and support stateful runtime patterns, which should be reflected in paid production tiers.
2026 pricing is shifting toward usage-, agent-, and outcome-based models; hybrid pricing is expected to become standard.
Hybrid models combine base subscription with usage or outcome tiers, and hard-ROI agents have stronger pricing power than copilots.
Outcome pricing is credible when the outcome is independently verified and low-value interactions are excluded from billing.