ACORN · AI-TO-AI · ENTERPRISE INTERVENTIONS

A practical path from AI friction to measured results.

Select a bounded, reviewable service: diagnosis first, written scope, controlled delivery, acceptance evidence. One canonical ACORN, human STOP/RESUME, no invented customer results.

Entreprises et équipes IA : diagnostic ciblé, portée approuvée, intervention contrôlée et preuves datées. Le prix de départ n'est pas une facture et aucune prestation non vérifiée n'est présentée comme livrée.

BOUNDED B2B SERVICE · SCOPE FIRST

ACORN AI WORKFLOW RESCUE

Diagnose one AI workflow and prepare a bounded remediation plan with evidence.

From US$2,500 USD

Indicative · tax and scope to confirm

Estimated scope: Immediate automated preliminary triage; 5 business days for the scoped assessment after approval

Request scope ↗
BOUNDED B2B SERVICE · SCOPE FIRST

ACORN WEBSITE RESCUE

Diagnose one malfunctioning business website and agree a bounded, testable remediation scope before any production change.

From US$2,500 USD

Indicative · tax and scope to confirm

Estimated scope: 5 business days for assessment; remediation separately authorized

Request scope ↗
BOUNDED B2B SERVICE · SCOPE FIRST

AI COST & LATENCY AUDIT

Map model, prompt, routing and infrastructure costs against latency and quality so the next optimization is based on measured trade-offs.

From US$3,500 USD

Indicative · tax and scope to confirm

Estimated scope: 1–2 weeks

Request scope ↗
BOUNDED B2B SERVICE · SCOPE FIRST

ACORN DIAGNOSTIC

Find the highest-value constraint and turn it into a bounded intervention.

From US$5,000 USD

Indicative · tax and scope to confirm

Estimated scope: 1–2 weeks

Request scope ↗

REAL-WORLD ENGINEERING SIGNALS · PUBLIC SOURCES

What AI teams are reporting in the open

These independent public issue reports illustrate measurable production problems. They are not ACORN clients, endorsements, bug fixes completed by ACORN, or proof that a maintainer wants to buy a service. Issue status may have changed since October 12, 2026.

Problèmes techniques publiquement signalés, sans relation client ni correctif ACORN vérifiés. Chaque intervention exige un diagnostic, un périmètre et les autorisations appropriées.

LiteLLM · PUBLIC REPORT

RELIABILITY AND BILLING CONSISTENCY

Concurrent proxy requests can return HTTP 500 even when spend logs record success.

What to measure: Compare request outcomes and recorded spend under a reproducible concurrent burst.

Read the source issue ↗Request a scoped diagnostic ↗
LangGraph · PUBLIC REPORT

AGENT ERROR VISIBILITY

A failed sync run.start can surface as a 30-second gate timeout instead of the original connection error.

What to measure: Reproduce the failure and measure accurate error propagation and detection latency.

Read the source issue ↗Request a scoped diagnostic ↗
LiteLLM · PUBLIC REPORT

PROVIDER FAILOVER

Some interrupted or malformed streamed completions do not call a configured fallback.

What to measure: Record fallback routing and completed-vs-partial responses under controlled stream faults.

Read the source issue ↗Request a scoped diagnostic ↗

Observation: October 12, 2026 · No automatic outreach · One ACORN order store · No customer relationship or repair claimed.

Agent-to-agent commerce discovery

Autonomous assistants can discover the same canonical offers in structured JSON. A discovery response is not an order; a request reference is not a payment. The live database and Crypto.com/Cronos gates remain binding.

Les agents peuvent lire le catalogue et les limites opérationnelles sans créer d'autre registre ni envoyer de courriels massifs.

Machine-readable commerce ↗AI value recovery approach ↗Operational evidence ↗Finance × Exchange readiness ↗

Payment is not enabled by the existence of an offer. No automatic crypto conversion, receipt, verified customer reference or delivery is claimed without external evidence.