Enterprise decision agents · EST. 2019 · SAN FRANCISCO

Let complex operations put themselves in order.

Anyue folds equipment manuals, clinical policy, HTS codes, and dispatch procedures into one evaluable agent system. FY2025 revenue $38.4M, up 94% year over year, 214 contracted enterprise customers, 63 of them at ACV ≥ $250K.

Book a site assessment See how Halstead and Meridian run it
FY2025 revenue · USD
38.4M
+94% YoY · ARR 34.2M
Contracted customers
214
186 in production · 63 at ACV ≥ $250K
Gross margin
74.6%
Recurring revenue 89%
Full-time employees
186
121 in R&D · San Francisco HQ

2025 production · Manufacturing 38% · Healthcare 27% · Financial services 21% · Logistics 14%

Halstead ManufacturingMeridian HealthCascade FreightBeacon Mutual Northwind EnergyTrellis RetailGranite GridAlder Financial Summit RailKestrel Labs

Vol. 02 · Why Anyue

Lines stay up, claims don't miss clauses, freight doesn't sit in port—enterprises don't need another chat window. They need judgment written into a replayable process. Anyue does three things: knowledge has ownership, actions have an exit, outcomes have evals. People keep the last confirmation.

01Answers trace to manual paragraphs, policy versions, and HTS codes.

02Downtime, claims, and clearance keep a human confirmation step.

03Industry eval sets before go-live. Full-chain accountability after.

Vol. 03 · Capability / CAPABILITY

Five layers.
Intelligence that ships to the floor.

From ingesting equipment manuals to delivery inside the customer VPC—one engineering path covering Halstead's stamping line, Meridian prior authorization, and Cascade customs brokerage.

  1. Ingest drawings, work orders, clinical policy, HTS codes, and dispatch procedures. Permissions inherit from the org chart. Every sentence cites a source, with version diffs and expiry alerts. Hydraulic and die manuals for Halstead's 412 stamping presses are indexed by assembly; a hit lands on the page number.

    • Multi-source ingest
    • Permission inheritance
    • Paragraph-level citation
    • Incremental index

  2. Visual flows and code-level control together: tool calls, branches, human review, retries, and rollback—all versioned on release. Meridian prior-auth drafts go to a nurse for review before they hit the payer. That step does not automate.

    • Visual orchestration
    • Human confirmation
    • Canary versions
    • Failure rollback

  3. Multi-cloud, multi-model, routed on accuracy, latency, and cost. Average cost per comparable call is down 62%. P95 latency holds under 1.9 seconds. Small models on-prem; high-capacity models in the cloud.

    • Multi-model routing
    • Cost policy
    • Fallback path
    • Quota governance

  4. Industry regression evals before go-live. After go-live, every call traces inputs, retrieved spans, tool results, and the final output. Meridian compliance sampled 2,400 prior-auth packets: 97.4% clause recall. Hallucinations and overreach attribute to a specific node.

    • Regression evals
    • Full-chain trace
    • Hallucination dashboard
    • Overreach alerts

  5. Customer VPC, on-prem appliances, and air-gapped environments. Data stays in-domain. Models are swappable. Healthcare and financial customers go live in as few as 6 weeks, including HIPAA BAA and security review.

    • Data stays in-domain
    • VPC deploy
    • On-prem appliance
    • Offline upgrade

Vol. 04 · Workspace / WORKSPACE

One workspace.
Three colleagues on the floor.

Sample workspace · customer data de-identified

ANYUE / WORKSPACE 1.4s · 3 citations

HALSTEAD · HYDRAULIC DESK

Hydraulic oil temperature on the stamping line is running high. Which three procedures first?

Match the assembly, then the page.

Pull Hydraulic Manual v4.2, the last 14 days of work orders, and the oil-analysis report into one context. Return a cited troubleshooting order.

  1. 01Check hydraulic valve-block thresholds against pages 18–21 of the manual.
  2. 02Pull 90-day oil-temperature curves for the same machine type; mark the over-limit windows.
  3. 03Draft a work order for the line supervisor to confirm before it issues.
↗ Hydraulic Manual v4.2↗ Work orders, 14 days↗ Oil analysis
One question, landed on a page number.

Vol. 05 · The floor / PROOF

Three systems already
running on the floor.

Figures from customer ops dashboards and third-party sampling; periods noted on each. Of 214 contracted customers, 63 at ACV ≥ $250K account for 79% of annual revenue.

01 · Halstead Manufacturing · Predictive maintenance on the stamping line

Turn senior technician judgment
into a reusable decision chain.

“Eighteen months in, unplanned downtime on 412 stamping presses is down more than thirty percent. New hires troubleshoot by page number instead of shadowing for three months.”

Dana Whitlock · Manufacturing IT Lead · Apr 2024–Sep 2025

−38%Unplanned downtime (412 presses online)

$2.4MAnnualized downtime loss avoided

11 daysTo independent troubleshooting (was 12 weeks)

02 · Meridian Health · Prior authorization

A 6.5-hour first-pass review,
down to 90 seconds.

90 secAverage first-pass time (was 6.5 hours)

97.4%Clause recall · 2,400 sampled packets

186,000Prior-auth requests processed in 2025

“It doesn't make the clinical call. It puts the chart, the guideline, and the payer clause on the same page.”

Alan Whitfield · VP, Revenue Cycle · compliance sample

03 · Cascade Freight · Customs brokerage

87% of customs packets
post automatically.

87%Auto-post rate on customs packets

$3.1MAnnualized labor savings

20 minException response (was 4 hours)

“Peak season no longer means throwing extra people at the desk. That's the part that lands.”

Priya Raman · Director of Operations · full year 2025

Meridian Health · weekly first-pass review duration index

24 weeks post go-live · baseline = 100 · 2025 Q2–Q3

W1W6W12W18W24

Vol. 06 · Engineering & compliance / ENGINEERING

Models you can swap.
Boundaries you don't.

The fabric is ours. Models are interchangeable. Data stays in the customer domain. Healthcare and financial customers default to customer VPC or on-prem, with a HIPAA BAA available.

Capability × delivery
CapabilitySaaSCustomer VPCOn-premAir-gapped
Knowledge Fabric
Agent Orchestration
Multimodal understanding
Model Routing
Offline upgrades
  • SOC 2 Type IISecurity · Availability · Confidentiality
  • ISO/IEC 27001Information security management
  • ISO/IEC 42001AI management system
  • HIPAABAA available · healthcare customers
  • GDPR / CCPADPA and subprocessor list
  • FedRAMPIn Process · Moderate · 2026

Vol. 07 · Company / COMPANY

186 people.
Judgment, built as a system.

121 in R&D, 34 in forward-deployed delivery, 22 in sales, 9 in G&A. Core team from Palantir, Stripe, Google Research, and Deloitte.

Funding & milestones · $110.5M equity raised to date

  1. Company foundedAnyue Systems, Inc. incorporated in Delaware, San Francisco HQ. A team of 5 shipped the first industrial knowledge fabric.

  2. Seed $4.5MRidgeline Ventures led; first stamping-press maintenance pilot signed.

  3. Series A $14MFathom Capital led; prior authorization entered a regional health system.

  4. Series B $32MNorthline Ventures led; agent orchestration platform launched, logistics customers passed 100.

  5. Series C $60MHalcyon Capital led, Basalt Partners followed, post-money valuation $520M.

  6. FY2025 revenue $38.4M+94% YoY, ARR $34.2M, 214 contracted customers, 186 in production.

Vol. 08 · Notes / NOTES

Method, written
on the floor.

All notes

Next / NEXT

On your floor,
which step should be put in order?

Book a 45-minute assessment hello@anyue.org

WE'RE HIRING · 18 OPEN ROLES · SF / AUSTIN / LONDON

  • Agent Platform Engineer
  • Forward Deployed Architect
  • Eval Researcher
  • Solutions Lead

Book an assessment / 45 MIN

Start with one site.

A solutions advisor will reach you within 1 business day, with a same-industry reference—stamping-line maintenance, prior authorization, or customs brokerage.

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