Planned models roadmap: What’s next for gospace

Modules marked "(planned)" are listed in the platform module registry but are not yet active in production.

Why this roadmap

Teams are already building on gospace’s core modules. The next release wave focuses on industry-specific models designed to shorten time to value. This post summarizes what’s coming so you can align data readiness, integration scope, and pilot timing.

Upcoming models by industry

Energy & utilities

• forecast.load (planned)
• allocator.grid.balance (planned)
• constraint.reliability.threshold (planned)
• objective.co2.min (planned)

Finance

• forecast.liquidity (planned)
• allocator.capital.deployment (planned)
• constraint.reg.capital (planned)
• objective.margin.stability (planned)

Insurance

• forecast.claim.volume (planned)
• allocator.adjuster.roster (planned)
• constraint.reg.timeline (planned)
• objective.reserve.accuracy (planned)

Government & smart cities

• forecast.population.flow (planned)
• allocator.city.services (planned)
• constraint.equity.index (planned)
• objective.sustainability (planned)

Events & venues

• forecast.audience (planned)
• allocator.screen.time (planned)
• constraint.distributor.terms (planned)
• objective.revenue.max (planned)

Ports & shipping

• forecast.eta.yard (planned)
• allocator.move.planner (planned)
• objective.turn.kpi (planned)

Mining & natural resources

• forecast.ore.yield (planned)
• allocator.equipment.plan (planned)
• constraint.safety.permit (planned)
• objective.energy.intensity.min (planned)

Telecom

• forecast.traffic (planned)
• allocator.policy (planned)
• constraint.sla.redundancy (planned)

Education

• education.forecast.enrolment.cohort (planned)
• allocator.room.lab (planned)

Real estate development

• forecast.pipeline.phase (planned)
• allocator.capital.phase (planned)

Pharmaceuticals

• forecast.batch.qa.flow (planned)
• constraint.gmp.timeline (planned)

Preparing for early access

1. Confirm datasets — identify the live streams, snapshots, and refresh cadence you want each model to consume.
2. Map integrations — list the systems that will receive actions (ERP, CRM, workforce, IoT).
3. Define guardrails — document the constraints, approvals, and audit expectations your policy checks must enforce.

If you want a guided pilot, contact the gospace team with your target industry and preferred timeline.

Example pilot profile

• Two planned models launched in a 12-week window
• One forecasting model + one allocator model connected to live operational data
• 25 planners and operators using outputs weekly

In similar rollouts, teams reduce manual planning cycles, improve demand-to-capacity matching, and speed exception handling once execution and policy checks are in place.

Real-World Benchmarks (2025-2026)

• McKinsey reports that AI adoption is broad, but enterprise-wide P&L impact is still uneven. The upside remains with teams that redesign end-to-end workflows, not just pilots.
• Microsoft reports 82% of leaders say 2025 is a pivotal year to rethink strategy and operations for the AI era.
• U.S. BLS reports private-industry total compensation at $45.65/hour (June 2025). This is the labor baseline used in this ROI model.

Monetized ROI Assessment (USD, 2026)

A conservative value case for this model:

• Work recaptured: 1,000 impacted workers x 0.5 hours saved/week x 48 weeks = 24,000 hours/year.
• Labor value: 24,000 x $45.65/hour = $1,095,600/year.
• Operating efficiency: 1.0% efficiency gain on an $80M cost base = $800,000/year.
• Total modeled annual value: $1,895,600/year before secondary upside (quality, risk, and SLA protection).

Buyer narrative, Apple-simple: move faster, leak less value, show dollars back this fiscal year.

Benchmark Sources

• McKinsey, The state of AI (2025): https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai
• Microsoft, 2025 Work Trend Index: https://www.microsoft.com/en-us/worklab/work-trend-index/the-year-the-frontier-firm-is-born
• U.S. Bureau of Labor Statistics, Employer Costs for Employee Compensation - June 2025: https://www.bls.gov/news.release/ecec.nr0.htm