Battery life looks good on paper.
Test current draw and reporting frequency before treating a service interval as achievable.
Check power assumptions →CHECK · MODEL · DECIDE · OPERATE
For IoT product teams, engineers and fleet operators. Compare battery life, data costs and deployment economics before committing budget.
BEFORE YOU COMMIT
A working prototype does not tell you what a deployment will cost to run. Bring power, connectivity and field-service assumptions into the same decision.
Test current draw and reporting frequency before treating a service interval as achievable.
Check power assumptions →Estimate payload, overhead and reporting traffic before choosing a SIM allowance.
Check data requirements →Include installation, recurring charges, growth and field visits in your cost model.
Model fleet costs →THREE LEVELS OF PLANNING
Start with a free screen. Choose Pro for repeated scenario modelling, or a Decision Report for a finished planning output.
FREE · CHECK
Compare two candidate architectures across battery life, telemetry-linked network cost, infrastructure, field service and TCO. The result screens power and deployment economics; RF, regulatory and full technical feasibility still require project-specific validation.
Run Architecture CheckPRO · MODEL
Compare three deployment strategies, connect engineering costs to value, and test ROI, NPV, payback and sensitivity in a reusable self-service workbench.
Open Pro PlannerREPORT · DECIDE
Use a Decision Report when the work must be documented for management, a client or an investment decision, with structured analysis, evidence gaps, QA and next validations.
Compare Decision ReportsHOW IT WORKS
The free architecture check exposes power/economic assumptions and risks. Pro adds repeatable scenario economics. Reports add a finished, quality-controlled output. Connected Operations starts after deployment.
Enter the project assumptions you want to test.
Check what the estimate includes and what it leaves out.
Separate measured facts from estimates that still need evidence.
Use the result to frame the next planning or validation step.
SPECIALIST FREE TOOLS
The flagship architecture check connects the power and deployment-economics assumptions. These specialist tools remain useful when battery, traffic or fleet cost is the only question.
Flagship free check
Screen two architectures for battery/service interval and deployment economics in one model.
Run the Architecture Check →Power planning
Compare battery capacity, current draw and duty-cycle assumptions.
Open Battery-Life Estimator →IoT SIM data planning
Estimate MB per device and fleet, then test a candidate SIM allowance and monthly plan price.
Size IoT SIM data →FREE ENGINEERING BUYING GUIDES
Practical guidance for battery life, true fleet cost and pilot-to-production decisions. Each guide links to a free calculator and the relevant paid next step.
LIFECYCLE COST
Model hardware, installation, connectivity, field support and three-year ownership.
Read the cost guide →BATTERY & RADIO
Wakeups, retransmissions, usable capacity and field validation.
Read the power guide →PILOT TO SCALE
A go / revise / stop checklist backed by evidence and costs.
Read the checklist →ENGINEERING TOOL · FLEET ECONOMICS
Model hardware, installation, recurring operating cost, fleet growth and expected field-service cost over a 1–10 year horizon.
Complete every field. Use whole devices (at least 1), whole years (1–10), growth above -100%, a failure rate of 0–100%, and non-negative costs. Enter 0 explicitly for a zero cost.
DIRECTIONAL MODEL
Directional estimate only. This simplified model does not include taxes, currency movement, replacement timing, provider minimums, retry traffic, cloud pricing tiers, spares or project-specific support.
NEXT STEP · CONNECTED OPERATIONS
Move into the MoleculeX Connected Operations workspace for asset status, operational event history and shared team visibility. Monthly or annual prepaid licensing is handled through secure Yoco checkout and tracked by paid-through date.
PAID DECISION REPORTS
Choose the report that matches the question. Both products use supplied assumptions and state their planning boundaries.
CONNECTED-DEVICE ECONOMICS REPORT
A structured economics view of fleet size and growth, acquisition and operating costs, expected benefit, sensitivities and evidence gaps.
Prepare Economics ReportIOT DEPLOYMENT DECISION PACK
Combine fleet economics with directional battery and telemetry assumptions, key risks and a practical validation plan.
Prepare Decision PackThese are planning products, not engineering sign-off, certification, safety approval or guaranteed field-performance predictions.
INSPECT THE OUTPUT
Explore a worked Economics Report with its assumptions, calculations and evidence boundaries visible.
The sample uses synthetic project data. It demonstrates the report format and modelling approach, not a customer outcome or promised return.
Inspect the worked sampleWHAT TO LOOK FOR
BEHIND MOLECULEX
MoleculeX is the technology brand of MOLECULEX (PTY) LTD, built around embedded systems, firmware, IoT connectivity and connected-device experience.
Peter brings the engineering background. T Bruce Studio provides the public website and product presentation layer. The aim is to make technical assumptions easier to examine before the next investment or deployment decision.
About MoleculeXFREE PLANNING CHECKLIST
Use the checklist to collect power, traffic, fleet-cost and validation assumptions. Mark what is measured, estimated or still unknown.
No email or account required. Keep it with your project notes.
A lightweight text checklist you can save, edit or print.
Download free checklistSTART WITH YOUR ASSUMPTIONS
Compare two connected-device options for power and deployment cost. Then decide whether you need deeper modelling or a finished report.