Manufacturing · 21
−22%
Unplanned press downtime
Halstead runs 412 presses. The manuals are split by assembly, down to the page. A new technician can troubleshoot alone in five weeks. It used to take twelve.
Anyue Systems
Decision systems for manufacturing, healthcare, finance, and logistics.
Anyue Systems, Inc. · headquarters in San Francisco · founded 2019
In production Manufacturing 21 Healthcare 15 Financial services 11 Logistics 7
A technician on the press line opens the manual to the page. Prior auth is checked against the payer’s clause. A customs entry is checked against the tariff line. The page number sits next to the answer. Stopping a press, clearing a shipment, and signing off still wait for someone on site.
- FY2025 revenue
- $14.2M
- Contracted
- 68
- In production
- 54
- Median go-live
- 8 wks
What we hold to
An answer names the page or the clause.
A person still confirms the stop, the claim, and the clearance.
The record stays, so the work can be checked again.
Connect your enterprise knowledge, AI models, and business workflows in one platform. Anyue helps teams move from scattered information to informed action—with source-backed answers, clear approvals, and deployment in your own environment.
Already running: Halstead Manufacturing on the stamping line, Granite Grid on electrical equipment, Meridian Health on prior authorization, Kestrel Labs on laboratory quality control, Beacon Mutual on claims, Alder Financial on compliance, Cascade Freight on customs entries, and Summit Rail on dispatch.
On the floor
Fifty-four customers are already in production.
Healthcare · 15
11 min
Prior-auth first pass
Help care teams review authorization requests faster, with relevant policies and records in one place. Qualified professionals remain responsible for final approval.
Financial · 11
19
Accounts at ACV ≥ $250K
Nineteen accounts, each at $250,000 a year or more, make up 72% of revenue. Financial customers keep the system inside their own VPC.
Logistics · 7
78%
Entries posted without rekeying
Cascade posts 78% of customs packets without retyping them, and saves $1.1 million a year in labor. An exception comes back in 45 minutes. It used to take four hours. The broker still clears the shipment.
System
Five layers, joined to the systems
already running the work.
A manual comes in, and the system later runs inside the customer’s VPC. Same engineering path. Halstead’s stamping line, Meridian’s prior authorization, and Cascade’s customs desk are all on it.
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Drawings, work orders, clinical policy, tariff codes, and dispatch procedures come in under the customer’s own org chart. The source sits next to the answer. Versions line up, and an expired document lights up. At Halstead, the hydraulic and die manuals for 412 presses are indexed by assembly. A search opens on the page.
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A flow can be drawn, or written in code. Tool calls, branches, human review, retries, and rollback ship with a version. At Meridian the prior-auth draft goes to a nurse first. The nurse signs off, and then it goes to the payer.
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Models on different clouds are all wired in. We pick by accuracy, latency, and cost. The average cost of a comparable call is down 62%. P95 latency stays under 1.9 seconds. The small model stays in the customer’s building. Heavier jobs go to a larger model in the cloud.
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Build confidence into every AI workflow. Evaluate quality before launch, monitor performance in production, and trace answers back to their sources. Your team stays in control of access, decisions, and operating costs.
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It runs in the customer’s VPC, on an appliance in the plant, or in a room with no outside line. Data stays in the customer’s domain. The model can be swapped. For healthcare and financial customers, the fastest go-live was six weeks, including the HIPAA business associate agreement and the security review.
Runtime cut · ingest / orchestrate / execute
Halstead Line 4 · WO-1842 · 2025-09-18 14:22
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IngestINGEST
- Manuals / drawings
- Work orders / MES
- Policy / HTS
- Dispatch procedures
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OrchestrateORCHESTRATE
- Retrieve · page hit
- Model routing
- Human confirmation
- Eval / observability
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ExecuteEXECUTE
- Work-order draft · held
- Activity recorded · traceable
Workspace
One desk,
for three kinds of work.
A hydraulic desk at Halstead, prior authorization at Meridian, and customs entries at Cascade.
HALSTEAD · HYDRAULIC DESK
Hydraulic oil temperature on the stamping line is running high. Which three procedures come first?
Find the assembly. Then open the page.
When oil temperature runs high on Line 4, the technician opens the hydraulic manual to the valve block and checks it against recent work orders and this oil report. The order of checks comes back with the source beside it.
- 01Check the hydraulic valve-block thresholds against pages 18–21.
- 02Pull the 90-day oil-temperature curve for this machine type, and mark where it ran over the limit.
- 03Draft the work order. The line supervisor confirms it before it is issued.
Hydraulic manual
Recent work orders
Oil analysis
Ask in the words of the line. The answer should name a page.
Halstead hydraulic desk
On the floor
Fifty-four sites in production.
Three of them, accounted for.
From the factory floor to the care team and the logistics desk, Anyue brings knowledge and workflows together so people can resolve issues faster and focus on the decisions that matter.
01 · Halstead Manufacturing · Predictive maintenance on the stamping line
A senior technician’s judgment,
written so the next person can follow it.
“Eighteen months in, unplanned downtime across 412 stamping presses is down 22%. New hires troubleshoot from the page. They no longer spend three months shadowing someone.”
Dana Whitlock · Manufacturing IT Lead · Apr 2024–Sep 2025
−22%Unplanned downtime (412 presses online)
$680KAnnualized downtime loss avoided
5 weeksTo independent troubleshooting (was 12 weeks)
02 · Meridian Health · Prior authorization
The first pass took 6.5 hours.
It now takes 11 minutes.
11 minAverage first-pass time (was 6.5 hours)
96.1%Relevant policy retrieval
74,000Prior-auth requests processed in 2025
“The clinical call stays with us. Chart, guideline, and the payer’s clause sit on one page, and the nurse reads them there.”
Alan Voss · VP, Revenue Cycle
03 · Cascade Freight · Customs brokerage
Seventy-eight percent of customs packets
post without being retyped.
78%Auto-post rate on customs packets
$1.1MAnnualized labor savings
45 minException response (was 4 hours)
“In peak season we used to throw extra people at the desk. We don’t do that anymore. That is the part that matters.”
Helen Cho · Director of Operations · full year 2025
Engineering & compliance
The model can be changed.
The customer’s data stays put.
The system underneath is ours. The model is not fixed. Healthcare and financial customers start in their own VPC, or on premises. A HIPAA business associate agreement is available.
tenant: halstead
site: line-4
ingest: [cmms, mes, manuals]
index: hydraulic-v4.2
route:
on_prem: llama-3.1-70b
overflow: claude-sonnet
p95_ms: 1900
gate: supervisor.confirm
eval: anyuebench/press-v3| Capability | SaaS | Customer VPC | On-prem | Air-gapped |
|---|---|---|---|---|
| Knowledge Fabric | ||||
| Agent Orchestration | ||||
| Multimodal understanding | ||||
| Model Routing | ||||
| Offline upgrades |
- SOC 2 Type IISecurity · Availability · Confidentiality · 2026 report. Audit reports are available under NDA
- ISO/IEC 27001:2022Information security management · 2026 surveillance audit passed. Audit reports are available under NDA
- HIPAA BAAAvailable for healthcare customers
- GDPR / CCPADPA and subprocessor list
Company
Anyue Systems, Inc. was incorporated in Delaware in June 2019. The headquarters is in San Francisco. There are 104 people: 62 in R&D, 21 in delivery, 13 in sales, and 8 in functions. The core of the team comes from Palantir, Stripe, Google Research, and Deloitte. Equity raised to date is $36.5 million. That is a $4.5 million seed led by Ridgeline Ventures, a $14 million Series A led by Fathom Capital, and an $18 million Series B led by Northline Ventures, at a $140 million post-money valuation. In FY2025, revenue was $14.2 million, up 61% from the year before, with ARR of $12.6 million. Sixty-eight customers are under contract, and 54 are in production.
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Daniel Reyes
Co-founder & CEO
He was a forward deployed engineer at Palantir, and led dispatch systems for defense and manufacturing customers. He studied computer science at Stanford.
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Priya Raghavan
Co-founder & CTO
She led inference infrastructure at Stripe, including routing and fallback for two billion calls a day. She holds a Ph.D. from UC Berkeley.
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Marcus Feld
Chief Scientist
He worked on retrieval at Google Research, and has published more than twenty papers at NeurIPS and ACL. He leads AnyueBench, the open evaluation set.
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Erin Calloway
VP, Forward Deployed
She has spent twelve years delivering systems into healthcare and manufacturing. She led healthcare at Deloitte Digital, and has delivered into more than forty large institutions.
Funding & milestones · $36.5M equity raised to date
Company foundedAnyue Systems, Inc. was incorporated in Delaware, with headquarters in San Francisco. Five people shipped the first industrial knowledge base.
Seed $4.5MRidgeline Ventures led the round. The first stamping-press maintenance pilot was signed.
Series A $14MFathom Capital led the round. Prior authorization went into a regional health system.
Series B $18MNorthline Ventures led the round, at a $140 million post-money valuation. The orchestration platform shipped.
Revenue $14.2MUp 61% from the year before. ARR $12.6 million. 68 customers under contract, 54 in production.
Insights
AI that works
where you work.
Perspectives on bringing AI into everyday operations: connecting institutional knowledge, designing human-led workflows, and deploying intelligence where your business needs it.
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Turn maintenance knowledge into action
Connect equipment manuals, service history, and work orders in one workspace. Technicians get practical guidance with supporting sources, helping teams resolve faults and retain hard-won expertise.
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Give care teams more time for people
Bring policies, records, and supporting documents into a consistent review workflow. AI prepares the information; qualified professionals retain control over approvals and care decisions.
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Bring intelligence closer to your operations
Choose the right balance of local and cloud models for each task. Keep sensitive workloads in your environment while managing performance and operating costs across the platform.
Next
Bring one procedure.
We will bring a reference from the same trade.
Hiring · 8 open roles · San Francisco / Austin / London
- Agent Platform Engineer
- Forward Deployed Architect
- Eval Researcher
- Solutions Lead