Product Roadmap · 2026

The data layer for the physical economy.

Products don't start with petroleum. They start with a thought. Material Transition is the intelligence layer the physical economy runs through when it needs to know what things are made of, who makes them, what they emit, and what to use instead. Here is what is live today, what is being built next, and what you get to vote on.

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Materials
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Suppliers
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Facilities
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Emissions readings
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ESG reports
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Supply-chain graphs
The thesis

Bloomberg for the physical world.

Energy is being solved. Materials are the next frontier, and every product, package, building, and vehicle is made of them. The company that wins the materials transition will not be a materials company. It will be a technology company.

One graph, not a pile of datasets

Others own pieces: more suppliers, more chemicals, more certifications, more facilities. Material Transition fuses canonical materials, normalized properties, certifications, entity-resolved suppliers, production sites, and emissions into a single queryable graph, embedded for semantic search.

Sustainable equals efficient

Reduce the footprint without compromising price or performance. That is the only mandate that wins every stakeholder at once: R&D wants performance, sustainability wants a lower footprint, procurement wants price. Win all three or you do not win.

Built for AI agents, today

An authenticated, audited MCP server ships with the platform. As enterprises adopt agentic workflows, Material Transition is positioned as the sourcing infrastructure their agents call, not just the app their people open.

The long game

From data layer to supply chain command center.

Bloomberg gave the financial economy its data terminal. Retail has its distribution engine. Material Transition intends to build both for the physical economy.

Today
Stage 1

The intelligence layer

Find the material, find the supplier, know the regulation. The data layer for the physical economy, live now.

Stage 2

The command center

Simulate the formulation, generate the compliance document, run the workflow. Discovery becomes execution.

Stage 3

The distribution layer

Where sustainable materials, chemicals, ingredients, products, packaging, and component parts actually change hands. The industrial distribution arm of the physical economy.

Every feature on the roadmap below ladders up to one of these three stages. We do not know the exact order they get built in. That is why you get a vote.

Vote on what we build next

The roadmap.

We do not have a fixed sequence. Upvote what you want most and it moves up the list. Filter by what you care about.

Under Consideration

  • Materials Marketplace

    A long-term marketplace for sustainable materials, chemicals, ingredients, products, packaging, and component parts, built on the intelligence and workflow layers underneath.

  • Distribution

    The future distribution layer for the physical economy, connecting qualified material demand to the infrastructure needed to move it.

  • SOC 2 Compliant

    Full SOC 2 compliance for the largest enterprise deployments.

  • Payment Gateway (AR / AP)

    Accounts receivable and payable, native to the sourcing workflow.

  • Purchase Order Financing

    Finance sourcing at the exact point of need.

Planned

  • Impact Assessment Creator (LCA / EPD / PCF)

    Generate LCA, EPD, and PCF documents on demand: the assessments that typically cost consultants thousands.

  • Qualified Technical RFQ Network

    Create RFQs, run sequenced supplier outreach, issue approved NDAs automatically, compare technical fit before price, and carry awards into purchase orders, payments, and invoicing through one auditable workflow.

  • Matchmaking

    Connect buyers with qualified, filtered supplier demand.

  • Project Readiness System

    Run material-transition projects through Stage-Gate 0–5 and TRL 1–9, with linked evidence, risks, approvals, and the next decision made visible.

  • Deep Search, Everywhere

    Run deep research from any node or edge of any supply chain map: a mine, a smelter, a converter, or a contract manufacturer. What it finds gets written back onto the map.

  • Workflow Builder

    Chain platform actions into repeatable sourcing workflows you can run on demand.

  • Climate & Reporting Frameworks

    A monthly updated decision engine that connects requirements, effective dates, sector relevance, and cross-framework relationships to the material and supply-chain decisions they affect.

  • Cost Data on Raw Materials

    Benchmark raw material costs against live commodity signals.

  • Company Intelligence

    Resolve and enrich companies through a shared identifier spine, evidence-backed matching, facilities, ownership, supplier relationships, and public operating signals.

  • Formulation Simulator

    Model a formulation before you commit to sourcing it.

  • Evidence & Confidence

    Show what supports every material, supplier, and supply-chain claim, when it was observed, how it was verified, and where uncertainty remains.

  • Line Card Intelligence

    Bring a line card or distributor catalogue and it gets normalized, indexed, and recommended, so who carries what becomes a query instead of a phone call.

  • Mobile

    Material Transition on the go.

  • Inventory Management

    Track material inventory alongside your sourcing intelligence.

  • Waste Management

    Model and design out material waste across the chain.

  • Planning & Scheduling

    Plan and schedule sourcing against demand.

  • Logistics

    Logistics visibility layered onto suppliers and materials.

  • Processing Condition Simulator

    Simulate processing conditions and predicted outcomes before you run them.

  • Product Simulator

    Model a product end to end across materials and process.

  • API Connections & MCP Expansion

    Connect approved scientific, financial, commerce, and operational APIs to Material Transition, with governed capabilities available to the app and its agents through MCP.

  • Connect Social Profiles

    Enrich company and supplier profiles from connected sources.

  • Email Sequencer

    Draft and run supplier and buyer outreach sequences from inside the platform.

  • Computational Biology

    Bio-based materials modeling to help design toward sustainable feedstocks.

  • Composio / Pipedream Integration

    Connect selected team tools so Material Transition intelligence and workflows can move safely between systems.

  • Company-to-Company Supply Graph

    First-class supplier relationships: who distributes for whom, who manufactures for whom, who ships to whom. Every edge carries the evidence behind it.

  • EPD & Embodied Carbon Library

    Environmental product declarations for building materials, joined to the manufacturers and plants that stand behind them. This is the layer that feeds the Impact Assessment Creator.

  • Food Production Coverage

    From ingredient to facility: certified organic operations, processing establishments, and the ingredient statements behind hundreds of thousands of branded products.

  • Contract Manufacturer Discovery

    Flip a toggle on any supply chain map and see the contract manufacturers near it that you didn't know existed, filtered by process, material, and certification.

  • Product Developer

    Describe a product. Get a reference bill of materials, sustainable material selections, and a shortlist of contract manufacturers ready to build it.

  • Follow-Up Intelligence

    Every answer ends with the next questions worth asking: engineered follow-ups that know your workspace, your industry, and where you are in the work.

In Progress

  • Ingest 10+ New Datasets

    Ingest, parse, normalize, enrich, resolve, and connect new data into evidence-backed intelligence across materials, companies, facilities, certifications, compliance, and products.

  • The Love System

    Transparent, usage-based pricing across the whole platform. Every plan includes a monthly allowance, with top-up packs for busy months.

  • Free Tier: Everyone Deserves Love

    A welcome grant plus a fresh unit of usage every day on the free plan, so anyone can explore the platform at no cost.

  • Metals & Mining Coverage

    Alloys, mill products, smelters, and mines, with facility-level emissions attached to each one. The metal supply chain from ore to coil, searchable like everything else on the platform.

Live

  • Substitution Engine

    Upload a spec or a technical data sheet and get ranked, sustainable material alternatives with suppliers, certifications, and emissions data in about thirty seconds.

  • Hybrid Semantic Search

    Ask a materials question in plain English across the entire corpus. Answers surface from data sheets, supplier profiles, and editorial pages alike.

  • Map Any Product

    Turn a query like "surfactants for cosmetics" into an interactive supply chain map in seconds, and publish it as a shareable snapshot.

  • Intelligence Maps

    Full-screen maps of suppliers, production facilities, and emissions sources, with legend filtering.

  • Certified Products Catalog

    A certified products catalog and canonical property browser, normalized to SI units for true apples-to-apples comparison.

  • Regulatory Intelligence

    Restriction, disclosure, and phase-out lists tracked continuously, including class-level bans like PFAS.

  • Workspace Intelligence

    Each workspace carries its own context, so the platform answers through the lens of your company.

  • Saved Intelligence

    Items, searches, spec matches, BOMs, supply chains, and maps organized into collections you return to.

  • Internal MCP Server

    An authenticated, audited MCP endpoint. The platform is already built for AI agents, not just people.

  • Five Agentic Functions

    Sustainability, RFP, Risk, Demand, and Cost: five functions that move from "find me a material" to "run my sourcing."

  • SOC 2 Readiness Audit

    Enterprise security-readiness audit completed, establishing the path to full SOC 2 compliance.

The usage model

The platform runs on Love.

What fuels the material transition? Love.

Every intelligent action on the platform costs Love: our usage unit, priced in plain sight. Browsing the catalogue, the maps, and the substitution engine is always free. Love only moves where real intelligence does.

Every plan includes a monthly allowance of Love that refills on the first. Need more in a busy month? Buy a pack, no plan change required. And because everyone deserves Love, free accounts get a welcome grant plus a fresh Love every single day.

100
$15
top-up pack
500
$70
top-up pack
1,000
$130
top-up pack
ActionCost
Browse, maps & substitution engineFree
Chat search♥ 1
Supply-chain graph build♥ 2
Document parse (TDS / SDS / COA)♥ 3
Catalog parse♥ 4
Company comparison audit♥ 5
BOM reverse-engineering♥ 10 / 50 lines
Deep Search♥ 10
Plans

Pricing that scales with the work.

Start free. Upgrade when the sourcing gets real. Enterprise is pooled and custom.

FREE
$0
♥ Welcome grant + 1 a day
The full free catalogue, intelligence maps, and the substitution engine. Everyone deserves Love.
Most popular
STARTER
$97/mo
♥ 750 Love / month
For the individual practitioner running real substitution and sourcing work every week.
PRO
$197/mo
♥ 2,000 Love / month
For heavy users: BOM audits, deep research, and document parsing at volume.
ENTERPRISE
Custom
♥ Pooled across seats
Team workspaces, pooled Love, the MCP server for your agents, and dedicated support.