Conundrum

Conundrum (Conundrum Industrial Ltd, Cambridge, UK) is an industrial AI company building AI-driven, closed-loop advanced process control (APC) and model predictive control (MPC) software for the metals, mining, and cement industries. Its platform combines physics-informed and machine-learning models with real-time controllers, optimizers, data-quality tooling, interactive process-flow diagrams, drag-and-drop dashboards, and a Python SDK for building configurable runtime applications. Conundrum optimizes crushing, grinding, flotation, and cement processes to raise throughput and metal recovery while reducing energy consumption, deployed on-premises or in the cloud across plants running 24/7. The company is backed by Speedinvest and reports deployments across multiple plants in several countries.

Conundrum is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Industrial, Metals and Mining, and Process Control.

Conundrum’s developer surface includes support and 5 more developer resources.

🌐 Visit website 📡 Source on GitHub

7.6/100 minimal ▬ flat Agent 0/100 human only Full breakdown ↓
scored 2026-07-27 · rubric v0.5

0 APIs

CompanyArtificial IntelligenceIndustrialMetals and MiningProcess ControlModel Predictive ControlMachine LearningManufacturingOptimizationCement

Kin Score

Kin Score How this is scored →
scored 2026-07-27 · rubric v0.5

Composite quality — 7.6/100 · minimal

Contract Quality 0.0 / 25

Developer Ergonomics 0.9 / 20

Commercial Clarity 0.0 / 20

Operational Transparency 0.0 / 13

Governance 0.0 / 12

Discoverability 6.8 / 10

Agent readiness — 0/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 15

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/conundrum: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

LLMsTxt

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Operate 1

Status, limits, changes, and where to get help

Support

Support

Company 2

The organization behind the API

Website

Website

LinkedIn

Other 1

Properties that don't map to a standard resource type

CaseStudies

CaseStudies

Source (apis.yml)

aid: conundrum
name: Conundrum
description: Conundrum (Conundrum Industrial Ltd, Cambridge, UK) is an industrial AI company building AI-driven, closed-loop
  advanced process control (APC) and model predictive control (MPC) software for the metals, mining, and cement industries.
  Its platform combines physics-informed and machine-learning models with real-time controllers, optimizers, data-quality
  tooling, interactive process-flow diagrams, drag-and-drop dashboards, and a Python SDK for building configurable runtime
  applications. Conundrum optimizes crushing, grinding, flotation, and cement processes to raise throughput and metal recovery
  while reducing energy consumption, deployed on-premises or in the cloud across plants running 24/7. The company is backed
  by Speedinvest and reports deployments across multiple plants in several countries.
url: https://raw.githubusercontent.com/api-evangelist/conundrum/refs/heads/main/apis.yml
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source: []
  generated: '2026-07-22'
  method: derived
image: https://conundrum.ai/assets/images/6641dae74955799075f3b3b7_Conundrum_Website_OG_1200x628.png
x-type: company
x-source: vc-portfolio
x-backed-by:
- speedinvest
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.20'
created: '2026-07-17'
modified: '2026-07-18'
tags:
- Company
- Artificial Intelligence
- Industrial
- Metals and Mining
- Process Control
- Model Predictive Control
- Machine Learning
- Manufacturing
- Optimization
- Cement
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Website
  url: https://conundrum.ai
- type: CaseStudies
  url: https://conundrum.ai/case-studies/
- type: Support
  url: https://conundrum.ai/#contact-us
- type: LinkedIn
  url: https://www.linkedin.com/company/conundrumai
- type: LLMsTxt
  url: llms/conundrum-llms.txt
- type: DomainSecurity
  url: security/conundrum-domain-security.yml
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence