Materials Intelligence Platform

Your information deserves better

AI-powered extraction, search, and verification across your entire material library. Structured data from any PDF. Trusted answers in seconds.

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Documents Supported
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Customer Access
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Source Traceability
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Manual Entry
The Problem

Material data is broken.
Engineers pay the price.

Critical decisions made on unreliable data. Information scattered, outdated, buried. The status quo costs time, money, and trust.

01

Outdated Information

Engineers source material information from the internet — often outdated, incomplete, or from unreliable third parties. Critical decisions made on bad data.

02

No Source of Truth

Material data lives in scattered PDFs, filing cabinets, personal folders, and memory. No consistent way to search, compare, or verify.

03

Hours Lost Weekly

Every material question means digging through files, calling vendors, or searching the web. Hours per week on tasks that should take seconds.

Core Principle
Accountability
Our Philosophy

AI with Accountability

"AI can read your information,
but it can't vouch for it."
AI Does the Grunt Work

Extraction, search, parsing, comparison — thousands of documents processed in seconds.

The Source Stands Behind It

Vendors manage their own data through a dedicated portal. Every data point links back to the source — updated in real time, not copied from the internet.

When It Matters, There's a Human

Compliance, failure analysis, reformulation — a person who owns that data at the other end.

The Platform

Seven capabilities.
One intelligent system.

Every feature designed by an engineer who uses it daily. Purpose-built for materials — not another generic AI bolt-on.

01

AI-Powered PDF Extraction

OCR ISO/ASTM Confidence Scoring Auto-Parse

Upload any material document. AI extracts structured data instantly — material name, manufacturer, grade, mechanical and thermal properties. Handles digital PDFs and scanned documents with OCR. Parses ISO and ASTM dual-format values with confidence scoring.

Torlon PAI — 4301 Bearing & Wear Grade
AI Extracted Vendor Upload
Drake Plastics
Manufacturer
4301
Grade/Type
Torlon-4301-PAI-5.13.25.pdf
Source File
11/10/2025
Extraction Date
PropertyValueUnitTest Method
Tensile Strength, Ultimate138 / 20,000MPa / PSIASTM D638
Compressive Strength152 / 22,000MPa / PSIASTM D695
Tensile Modulus6,200 / 900,000MPa / PSIASTM D638
Hardness, Rockwell MM106Rockwell MASTM D785
Specific Gravity1.45g/ccASTM D792
Water Absorption0.4%ASTM D570
02

Material Library

Search Compare Annotate

Central repository for all saved materials. Search, filter, sort by any property. Side-by-side comparison with full source traceability.

Material Comparison — Torlon 4301 vs Super CJ Liner Side-by-Side
Mechanical Strength
Tensile (MPa)
Torlon 4301
138
Super CJ
50
Max Static (MPa)
Super CJ
110
—
Max Dynamic (MPa)
Super CJ
79
—
Tribological radar, thermal, and chemical data also available in comparison view
03

Vector Search (RAG)

Scalable Semantic Citations

Semantic search across thousands of documents. Natural language queries return relevant passages with source citations. Ask anything — get verified answers.

Vector Library — RAG Knowledge Base Active
6,794
Documents
94,716
Vector Chunks
12.9 GB
Storage Used
Fair
Search Quality
What bearing materials are FDA approved and rated above 300°F continuous?
FDA approval and 300°F+ continuous operation rarely overlap. From your Material Library: Acetron GP POM-C is FDA compliant per 21 CFR 177.2470 but only rated to 250°F — does not meet your requirement. Torlon 4301 handles 500°F but is not FDA approved for food contact. PEEK rated to 480°F but lacks food-contact certification in standard grades. Recommended path: contact PEEK manufacturers (Victrex, Solvay) for specialty FDA-compliant high-temp grades, or consider design alternatives that isolate food-contact zones from high-temp bearing areas.Sources: Acetron-GP-POM-C.pdf, Torlon-4301-PAI.pdf, PEEK-450G-TDS.pdf, Wearcomp-200-TDS.pdf
04

Compliance Tracking

RoHS REACH FDA Alerts

Upload RoHS, REACH, FDA, UL, ISO certs. Track expirations, link to materials, automated alerts. Audit-ready at all times.

Compliance Library — Upload History Audit-Ready
All Approved Pending Rejected Obsolete
File Name Type Status Uploaded Actions
Acme Manufacturing — REACH RoHS Statement March 2025.pdf Compliance Approved Jan 23, 2026 Update
Fluorocomp GF-25 — FDA 21 CFR 177.1550 Certificate.pdf FDA Approved Nov 10, 2025 Update
PEEK UL94-V0 Flammability Report.pdf UL Pending Feb 15, 2026 Review
ISO 9001:2015 — Acme Quality Cert.pdf ISO Expiring Mar 01, 2026 Renew
05

AI Chat Interface

Extended Thinking Calculations Multi-Source

Conversational engineering assistant with Extended Thinking. Searches Material Library, Vector Library, and Compliance documents simultaneously. Performs stress analysis, PV calculations, unit conversions — with citations on every answer.

Material Science Expert — AI Chat
● Ready
Welcome to CLAMS-IO! I'm your AI material science expert with access to your curated material and vector libraries, real-time web data, and technical PDFs.
Compare Torlon 4301 vs PEEK for a high-temp bearing at 500°F with 2,000 PSI load
Torlon 4301 is your better choice here — PEEK is operating at its thermal limits while Torlon is right in its sweet spot at 500°F. Temperature margin: Torlon rated to 500°F continuous vs PEEK at only 480°F. Half the friction coefficient (0.2 vs 0.4) means less heat generation and wear. Heat deflection: 534°F vs 320°F — Torlon maintains dimensional stability under load. Compressive strength: 22,000 vs 20,000 PSI — your 2,000 PSI load is well within both, but Torlon gives better margin with significantly lower operating friction.Sources: Torlon-4301-PAI-5.13.25.pdf, PEEK-450G-Datasheet.pdf
Ask about materials... Upload PDF Library
06

Customer Widget

Embed White-Label 24/7

Embeddable AI chat for your website. White-label ready — your brand, your colors. Customers get 24/7 material support from verified data. No login required.

Chat Widget Management Active
Customer Widget for Website
Key: wk_df9e... · Queries: 8/1000 this month · Active
Edit Analytics
Customer Widget for Website
Full Page
Ask about our materials
example.com, mysite.com
☑ Redact Emails☑ Redact Phones☑ Redact Prices
<script
src="https://www.clams-io.dev/widget/clams-widget.js"
data-widget-key="wk_..."
data-theme-color="#3085dc8"
data-position="fullpage"
></script>
07

Vendor Portal

Real-Time Direct Source Compliance

Vendors manage their own material data, technical documents, and compliance certificates in real time. No stale information — when a vendor updates a spec or renews a cert, your library reflects it immediately. The source stands behind the data.

Vendor Portal — Upload Documents Approval Required

Material Datasheet

Technical datasheets with material properties, specifications, and test data

Material Library

General Knowledge

Brochures, instructions, manuals, and reference documents

Vector Library

Compliance Document

RoHS, REACH, PFAS, Conflict Minerals, and other compliance certificates

Compliance Library
Compliance Document: Certificates will be added to the Compliance Library for tracking expiration dates and material compliance after admin approval.
Approval Required: All uploads will be reviewed by your customer before being added to their library.
Drop PDFs Here
or click to browse files
How It Works

From PDF to trusted answer
in seconds

A seamless pipeline from raw document to intelligent, verified response.

01

Upload

Drop any material document PDF — digital or scanned. Manufacturer specs, application guides, compliance certs.

02

Extract

AI parses the document. Structured properties extracted, ISO/ASTM values parsed, confidence scores assigned.

03

Verify

Cross-reference against vendor-maintained data. Vendors update their own specs and certs in real time through a dedicated portal. Full chain of custody.

04

Answer

Ask any question. Get cited, verified answers from your entire material library — internally or via customer widget.

yourcompany.com/materials
Material Assistant
What PTFE grades handle 500°F continuous?
All five Rulon PTFE grades handle 500°F (260°C) continuous, rated to 550°F. Best friction: Rulon J (0.10–0.20 COF). Highest strength: Rulon LR (6,000 psi tensile). Static dissipation: Rulon W2 (graphite-filled). Lowest thermal expansion: Rulon 641.Sources: Rulon-W2, LR, J, 957, 641 Datasheets (Jan 2024)
Ask about materials...
Customer Widget

Your customers get answers at 2 AM.
You don't lose sleep.

Embed an AI-powered material assistant on your website. Every answer sourced from your verified data.

  • White-label ready — your brand, your colors, your data
  • No login required — zero friction for end users
  • Always current — powered by vendor-maintained data updated in real time
  • Rate limiting & analytics — track what your customers ask most
The Difference

A horizontal AI platform can't solve
vertical industry problems.

Generic AI tools weren't built for materials engineering. CLAMS-IO.DEV was.

Capability Generic AI Platforms CLAMS-IO.DEV
AI document extraction (PDF → structured data)—✓
Materials-specific property parsing (ISO/ASTM)—✓
Compliance certificate tracking & expiration alerts—✓
Customer-facing embeddable widget—✓
Engineering calculations with source-cited material data—✓
Side-by-side material comparisons—✓
Semantic search across thousands of documentsLimited✓
Vendor portal for real-time data & compliance updates—✓
Built by an engineer who uses it daily—✓

Stop guessing
about materials.

From engineering problem to industry platform. See what trusted material intelligence looks like.

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