I don't know if I should automate.
- You estimate downtime cost — you don't measure it.
- Supplier quotes arrive in incomparable formats.
- Capacity gain vs. scrap reduction — priority unclear.
- Investment decisions get lost in spreadsheets.
INDUSTRIAL AUTOMATION • ROI
Calculate your automation ROI in 8 minutes.
Sparky collects your production data and runs NPV, IRR, and payback calculations in deterministic code. Not estimates — math.
- ~25 questionsdata collection
- ~8 minavg time
- 9 pagesPDF report
Hi! Let's calculate the return on your automation investment. How many operators run the process?
2 shifts, 3 operators per shift
Thanks. I've factored in labor, scrap and downtime costs — here's a preview:
26.7%IRR3.7 yrsPaybackPositiveNPV
Type your answer…
Ops wants approval. The numbers aren't there.
- You don't know which discount rate their NPV uses.
- Severance and VUK compliance aren't in the model.
- No sensitivity analysis — one scenario, take it or leave it.
- Tax shield and ramp-up impact are ignored.
How it works
Enter your data.
Sparky guides you step by step. Production line, current costs, target capacity — ~25 questions, ~8 minutes. LLM only parses; it does not calculate.
The engine runs.
NPV (4 discount rates), IRR (bisection), simple and discounted payback, 5×5 sensitivity matrix — deterministic code, in seconds.
Your report is ready.
A 9-page professional PDF report: CFO one-pager, cash flow table, sensitivity heat map, and executive summary. Download or share with your team.
ARCHITECTURE PRINCIPLE
AI understands. Code calculates.
Trusting LLMs with financial models is a risk. In Sparky, an AI language model only converts natural language to structured data — NPV, IRR, and cash flow calculations run in deterministic code with 425/425 passing tests.
What the LLM DOES
- Parses your input and asks for missing data.
- Converts Turkish expressions to numbers.
- Requests clarification; does not assume.
What the LLM DOES NOT
- Does not perform any financial calculation.
- Does not use your data for model training.
- Does not fabricate benchmarks — sources always cited.
This is what the output looks like.
A real analysis for ACME Press Workshop: 187K EUR investment, 26.7% IRR, 3.73-year discounted payback. The report has 8 sections.
ACME Press Workshop — summary
187K €Total investmentequipment + installation (CAPEX)
26.7%IRRinternal rate of return
3.73 yrsDiscounted paybackNPV break-even point
Download SamplePDF · 193 KB
Why Sparky?
Built for Turkey.
Fisher equation handles TRY inflation automatically. VUK 320-compliant depreciation and severance calculation are built in.
Calculations are verified.
425/425 unit tests passing. Benchmarks sourced from NIOSH, EU-OSHA, BCG, McKinsey, and IFR.
Vendor-neutral.
Sparky is not a system integrator. It calculates investment value, not which vendor to choose. Assumptions on the last page.
8 minutes.
Industry, line type, shift count — answer ~25 questions step by step. The engine handles the rest.
Find your scenario.
Considering doubling the line.
Enter labor, downtime, and scrap costs to compare automation scenarios. See whether capacity gain or cost reduction comes first.
Ops needs my sign-off.
See NPV across four discount rates, including tax shield and ramp-up effect. The sensitivity matrix surfaces your riskiest assumption.
Pitching feasibility to a client.
Prepare a pre-feasibility report for your client. A client-ready professional report; carrying your own brand — white-label — coming soon.
Frequently Asked Questions
Does the LLM use my data for model training?
No. Sparky calls the language model API statelessly; your data is not used for model training.
Where is my data stored?
In a secure database hosted in the EU, protected by row-level security (RLS). Only you can access your data.
What are your preventability multipliers based on?
NIOSH/EU-OSHA (safety, 55%), BCG/McKinsey Industry 4.0 (quality, 50%), IFR World Robotics (CAPEX ranges). Sources on the report's last page.
Are calculations correct under TRY inflation?
The Fisher equation automatically converts real and nominal discount rates (assuming 3% annual EUR inflation). Assumptions are adjustable.
Can the PDF be white-labeled?
During the pilot, reports are İncuson-branded. White-label (your own logo on the report) is coming in Phase 2.
Who is this not for?
Not suitable for projects without standard cost structures, R&D investments, or short-term operations under one year.