Construction access logistics planner

An MVP, or minimum viable product, is the smallest version that your users can actually work with. It is not a cheap version of the full solution. It is a test, built to answer the questions that decide whether the rest is worth building.

1. Pick the riskiest assumption. Here: will urban renovation project coordinators use it to solve "deliveries conflict with site access restrictions and other trades"?
2. Build only what tests it. One team, one use case, a few core modules. People do the rest by hand for now.
3. Run a paid pilot. Agree the acceptance criteria, input limits and reviewer responsibilities before starting.
4. Measure, then decide. Track access conflicts and rejected delivery slots. Then expand, change course or stop, with evidence instead of opinions.

MVP scope for this solution. Costed pilot: Planning support; traffic permits and safety assessments excluded. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: extract vehicle requirements; apply supplied access windows. Support the third task through an assisted review queue: flag overlapping deliveries. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of site-approved delivery access plan. Authentication, account isolation, deletion controls and basic operational logging are included. Specialized production certification, live write integrations and broader rollout are not included unless explicitly stated.

After the MVP. After paying customers repeatedly accept site-approved delivery access plan, automate suggest alternatives; track site approval; export logistics briefs. Add one tested read integration, reusable customer configuration and scheduled repeat delivery. Increase supported formats or teams only when evaluation cases and reviewer capacity cover the new scope. Planning support; traffic permits and safety assessments excluded.

What the build depends on. A defensible calculation model, explicit units, constraint validation and representative boundary tests. Advanced forecasting or optimization needs adequate historical data. Obtain representative authorized inputs, an agreed review rubric and a buyer-side owner. Specific scope: Planning support; traffic permits and safety assessments excluded.

Pricing to test

Test USD 750-3,000 for a scoped planning setup and review, then USD 200-900 monthly for refreshes within agreed complexity. Data integration and optimization are separately scoped. All ranges are hypotheses. For this buyer, package the first sale around plan one week's deliveries and the defined site-approved delivery access plan. Record actual review effort before offering a recurring allowance. The commercial pilot fee is distinct from the platform development budget.

Message to test

Plan delivery access using explicit site constraints. Demonstrate the result with plan one week's deliveries for urban renovation project coordinators. Use a concrete before-and-after example without promising unmeasured savings.

Where to find buyers

Renovation contractors and logistics coordinators

Lead magnet

Plan one week's deliveries

The first 30 days

1. Week 1: interview five prospective buyers from urban renovation project coordinators and inspect how they handle deliveries conflict with site access restrictions and other trades.
2. Week 2: prepare plan one week's deliveries using authorized or synthetic material.
3. Week 3: share the demonstration through renovation contractors and logistics coordinators and seek one bounded paid pilot.
4. Week 4: measure access conflicts and rejected delivery slots, review delivery effort and ask for a repeat purchase. This is a validation schedule, not a promise that the full product can be built in thirty days.

Paid pilot

Agree the acceptance criteria, input limits and reviewer responsibilities before starting. Run plan one week's deliveries and deliver site-approved delivery access plan. Compare access conflicts and rejected delivery slots with the buyer's current process on comparable cases; include corrections, missed issues and reviewer time. Seek payment and repeat use. Stop or revise the scope if data access, accuracy or unit economics fail.

Success metrics

Access conflicts and rejected delivery slots

Retention and expansion

Build repeat use around site-approved delivery access plan. Save approved configurations and review decisions with permission, revisit unresolved exceptions and show progress on access conflicts and rejected delivery slots. Offer a recurring volume allowance after repeat demand; expand to adjacent tasks only when the buyer asks and delivery quality remains acceptable.

Why clients would pick it

A validated domain model, customer-approved constraints and forecast or decision history that improves practical planning. For this concept, accumulate permissioned examples and reviewer corrections around plan delivery access using explicit site constraints. The durable asset is reliable task-specific execution and trusted customer configuration, not access to a general-purpose AI model.

Alternatives and positioning

Spreadsheets, planners, specialist forecasting tools and existing scheduling or configuration software. Position this concept around plan delivery access using explicit site constraints. Compare it against the customer's current process on the same representative task. This is proposed differentiation; no exhaustive competitor study or uniqueness claim has been established.

Main delivery costs

Data preparation, domain modeling, validation, scenario computation, reviewer support and ongoing assumption maintenance. Initial validation additionally budgets for site manager review. Track model usage, storage, reviewer minutes, exception handling and customer support per accepted deliverable.