Nummi VS Schedule Forge

Nummi's answer

Nummi is built for founders, operators, and decision-makers who think deeply and move fast. If you live in Notion, Slack, docs, and strategy decks — and want an AI tool that keeps up with your mind — Nummi is for you.

Schedule Forge's answer:

Small manufacturers and job shops, roughly 5 to 50 people, who currently schedule production in spreadsheets, on whiteboards, or in the owner's head. The buyer is usually the owner, plant manager, or production scheduler who has outgrown the spreadsheet but doesn't have the budget, staff, or patience for a full ERP implementation. If your shop has real routings, shared machines, and promise dates you sometimes miss, you're who this was built for.

Nummi's answer

Nummi combines persistent memory, multi-model orchestration, and workflow intelligence in a single AI layer. It doesn't just respond — it remembers, reasons, and evolves with you, making it feel more like a thinking partner than a chatbot.

Schedule Forge's answer:

• Live the same day, not next quarter. Schedule Forge is self-serve: sign up, add your lines and work orders, and have a working schedule today. No consultants, no implementation project.
• Scheduling first. MRP and ERP suites bolt scheduling on after inventory and accounting. Schedule Forge starts with the question that actually runs your shop: what should each line be doing right now?
• The floor participates. Kiosk clocking with PINs means the schedule updates itself as work happens, without asking operators to learn software.
• Priced for small shops. Simple flat tiers instead of per-seat ERP pricing, so putting a tablet on the floor doesn't cost another license.

Nummi's answer

Nummi was born out of frustration with fragmented thinking tools and short-term memory chatbots. We wanted an interface that could remember past work, evolve with context, and actually support high-stakes thinking — not just generate generic responses. So we built it.

Schedule Forge's answer:

Drawing on years of manufacturing experience and the frustration of building scheduling systems in software never designed for the task, we decided to create a purpose-built solution. We watched countless companies invest in expensive ERP systems, only to abandon their rigid, overly complex scheduling modules and revert to spreadsheets. We built our platform for the practical needs of the everyday shop floor. It is an intuitive scheduling tool that optimizes your workflow without requiring an entire department to manage it.

Nummi's answer

Nummi is built using Next.js, TypeScript, PostgreSQL, and a mix of OpenAI, Anthropic, and open-source LLMs. The backend leverages vector databases and embeddings for memory, with a custom multi-agent orchestration layer for intelligence.

Nummi's answer

Nummi is currently working with early-stage founders, startup teams, and operators across the U.S. and India. We’re selectively onboarding power users who are building fast, thinking deeply, and helping us shape the product. Full case studies coming soon.

Schedule Forge's answer:

Schedule Forge treats the schedule as the product, not a module buried inside an ERP. Every work order schedules as a connected chain against real line capacity, so when one job moves, everything downstream reflows, and the plan stays honest. Three things set it apart:

• The schedule can't lie. Unstarted work is never scheduled in the past, late upstream work visibly flags everything it delays, and the dashboard tells you each morning what needs attention.
• The floor keeps it current. Operators clock on and off at a kiosk with a PIN, and their good and scrap counts roll progress forward automatically. No data entry clerk, no end-of-week reconciliation.
• What-if without risk. AI-powered scenarios let you simulate a rush order or a down line and compare against today's plan before you commit.

And it speaks your language: rename tasks, projects, lines, and work orders to match how your shop already talks, and the whole app follows.