Layer 1

The Durable Workflow Automation Platform

A proprietary AI engine that discovers signals, validates findings, generates code, builds integrations automatically, and executes end-to-end workflows autonomously. It converts natural language process descriptions into executable systems and maintains everything over time. The foundation everything else runs on.

Layer 2

The Specialised Agents

Purpose-built agents for specific supply chain functions: signal monitoring, forecast review, stakeholder communication. And because they run on Durable, we can develop and deploy new agents for new use cases in days, not months.

Durable: end-to-end workflow automation

A proprietary AI engine that discovers signals, validates findings, and executes complete workflows autonomously. Not a wrapper around an LLM. Built from scratch by our research team.

01
Discovers what matters - information-theoretic signal detection across noisy operational data
02
Validates with rigour - neurosymbolic reasoning combines neural pattern recognition with logical verification
03
Executes end to end - synthesises code, orchestrates multi-step processes, human approval at every decision
04
Builds its own integrations - connects to any system and maintains those connections over time
05
Turns language into workflows - describe what needs to happen, Durable builds the executable system
Why this matters

Because Durable handles the full discover-validate-execute cycle, we can take a new supply chain problem and build a working, production-ready agent in days. Most AI companies take months to ship a new capability. We deploy them in a sprint.

Three agents in production today. The ability to build the next one in days.

Each agent is purpose-built for a specific operational function. And because they run on Durable, when a client brings us a new use case: quality monitoring, trade compliance, contract analysis. We can design, build, and deploy a new agent rapidly. This is not a roadmap. It is a capability.

Sensing

Signal monitoring

Continuously monitors news, market data, regulatory filings, and supplier communications against your specific context: your SKUs, customers, competitors, suppliers. We surface signals that affect your forecasts and procurement decisions before they become problems.

200+ data sources monitored continuously Contextual relevance scoring per signal Cross-reference against active POs and forecasts Real-time alerting with evidence chains
SENSING - LIVE FEED
2026-03-26 09:14:22 UTC
Commodity alert: Cocoa butter futures +3.2% on LIFFE. Affects 14 active SKUs across 3 clients.
Source: ICE Futures Europe - Confidence: 0.94 - Linked POs: PO-4412, PO-4419
2026-03-26 09:11:07 UTC
Supplier update: Packaging lead time reduced to 4 weeks (was 6). Nordic Paper AB confirmed via email.
Source: Email parse / Confidence: 0.98 / Auto-updated supplier profile
2026-03-26 08:58:41 UTC
Logistics: Rotterdam port congestion. Est. 2-day delay on inbound containers. 3 POs affected.
Source: MarineTraffic + port authority / Confidence: 0.89
2026-03-26 08:42:15 UTC
Competitor price change detected: Ritter Sport 100g bars -8% across DE/NL retailers.
Source: Web monitoring / Confidence: 0.91 / Flagged for demand review
Review

Forecast intelligence

Analyses your demand forecasts to flag anomalies, material changes, and potential issues. Identifies what changed, explains why it matters, and recommends adjustments. All with evidence and full rationale your team can interrogate.

Exception-based analysis on every forecast cycle Root cause attribution with evidence Bias detection and correction recommendations Explainable outputs, no black boxes
REVIEW - FORECAST ANALYSIS
Forecast Actual
Jan
-4.2%
Feb
+8.7%
Mar
-22.5%
Apr
pending
Anomaly detected - March

Forecast bias: systematic over-prediction of 18-25% on seasonal SKUs. Root cause: promotional uplift model not accounting for Easter shift to April. Recommendation: adjust seasonal indices and reduce March forecast by 12,400 units.

Outreach

Stakeholder communication

Communicates with suppliers, customers, and stakeholders on your behalf: placing orders, requesting information, following up on deliveries. Your team is freed from operational correspondence while maintaining full control.

Email and voice-capable communications Human-approved actions with audit trail Automated follow-up and escalation Multi-language support
OUTREACH - SUPPLIER THREAD
Williams Outreach / to Nordic Paper AB

Hi Katrin. Following up on PO-4471 (200,000 units, folding carton). Can you confirm the revised lead time and expected ship date?

Katrin Lindqvist / Nordic Paper AB

Confirmed. PO-4471 shipping 14 April. Lead time is now 4 weeks standard for this spec.

Auto-logged. Supplier profile updated. PO-4471 delivery date confirmed.
Williams Outreach / to Nordic Paper AB

Perfect. Logged and confirmed. One more: we are running a sourcing event for corrugated packaging in Q3. Would Nordic Paper like to participate?

Awaiting approval: Supply Chain Partner review required before send
Systems active - monitoring and analysing across client engagements

Named agents. Defined jobs. Measurable output.

Each agent is purpose-built for a specific supply chain function. They run continuously, learn from your data, and surface decisions that would take a human team hours or days.

Sensing Agent

Monitors signals. Flags what matters.

Continuously scans demand signals, supplier data, market indicators, and internal system events. Filters noise from signal and surfaces actionable alerts before problems become emergencies.

What it replaces:

Manual data pulls, spreadsheet monitoring, and the 2-3 analysts who spend their days watching dashboards and compiling reports.

Review Agent

Audits forecasts. Catches bias.

Automatically reviews every forecast line for statistical anomalies, systematic bias, and unrealistic assumptions. Scores forecast reliability and recommends adjustments with full traceability.

What it replaces:

Weekly forecast review meetings, manual exception handling, and the senior planner who eyeballs 500 SKUs because nobody has time to review them all properly.

Outreach Agent

Coordinates stakeholders. Closes loops.

Drafts and sends structured communications to suppliers, internal teams, and cross-functional stakeholders. Tracks responses, follows up, and escalates when commitments slip.

What it replaces:

Email chains that go nowhere, supplier follow-up that falls through the cracks, and the coordinator role that exists purely to chase people for information.

Coming soon

New agents are deployable in days, not months. Next in development: Order Orchestration Agent, Compliance Agent, and Network Design Agent.

Request an agent

How we think about AI in operations

Human oversight, always

Every agent action that affects your business requires human approval. We build AI that amplifies professional judgement, not replaces it.

Explainability over accuracy

A recommendation your team cannot understand is worthless. Every output includes the reasoning, the evidence, and the confidence level.

Your data stays yours

Client data is never shared across engagements. Aggregate learnings improve our models. Specific data remains confidential and under your control.

Built, not bought

We build our own systems. No off-the-shelf AI wrapped in a new interface. Our PhD research team designs every model for supply chain operations specifically.

Data compounding

Every engagement makes our systems smarter. Aggregate patterns from across our client base improve predictions for everyone, without sharing anyone's specific data.

Continuous, not periodic

Our agents run 24/7. Not monthly reports. Not quarterly reviews. Continuous monitoring, continuous analysis, continuous improvement.

We deploy in your environment. We integrate with your systems.

AWS, Azure, GCP, Databricks, Snowflake, on-premise. SAP, Oracle, Blue Yonder, Kinaxis, Coupa. SOC 2 Type II, ISO 27001, GDPR. Whatever you run, we connect to it.

See it in action.

Book a consultation and we will walk you through our technology with your own data.

Book a consultation
hello@williams.supply