Field note · Benchmark method
Prism Arena is not a leaderboard.
What the benchmark can establish, where the method is still vulnerable, and why complete evidence matters more than a rank.
Global AI Engineering Agency
Imagine it, we ship the AI systems that other teams can’t.
Full-stack AI products, agent workflows, and production systems — designed with senior engineering review from day one.
FIELD NOTES · WEEKLY PRODUCTION LESSONS · BUILT IN PUBLIC
01 — Our practice
Imagine the system you need. We build it.
From operational bottlenecks to internal assistants, we turn repetitive work into reliable software with human review where it matters.
Engineering
Custom AI Product Development
Complete AI applications built around your users, workflows, and data.
We design, build, and launch user-ready AI products with responsive interfaces, secure backends, and production workflows.
- A complete product your customers or team can use
- Clean ownership of code, data, and deployment
- Interfaces designed for real AI work
Example systems
- Customer portal with AI-assisted intake
- Collaborative workspace for document drafting
- Interactive dashboard for complex data review
Operations
Operational Workflow Automation
Map the messy work, then automate repetitive parts safely.
We study how work actually moves through your company, identify slow handoffs, and build systems that draft, route, check, and prepare work for human approval.
- A clear map of bottlenecks and handoffs
- Automation around repetitive back-office work
- Approval screens where humans stay in control
Example systems
- Support ticket triage and routing assistant
- Invoice processing and approval pipeline
- Lead qualification and CRM update workflow
Infrastructure
AI Infrastructure & Cost Optimization
Run AI systems securely while keeping monthly costs predictable.
We set up private, hybrid, or cloud AI infrastructure so sensitive data stays protected and expensive model calls are routed with discipline.
- Private hosting options for sensitive workflows
- Smarter routing to reduce unnecessary spend
- Deployment pipelines with monitoring and rollback
Example systems
- Private AI workspace for internal teams
- Model routing system that controls API costs
- Secure deployment pipeline for AI-heavy apps
Architecture
Intelligent System Integration
Connect models, tools, and business systems into one reliable workflow.
We build systems where different AI models and tools collaborate on complex tasks, with fallbacks, quality checks, and integrations into the software your team already uses.
- The right model or tool selected for each step
- Backup paths when one provider fails
- Connections to your existing apps and databases
Example systems
- Document review pipeline with quality checks
- Customer inquiry assistant with approval gates
- Data extraction workflow across multiple systems
Delivery
Reliable AI Agent Systems
Digital assistants that perform real work with monitoring and human review.
We turn agent prototypes into systems that read, draft, update, and report inside real business tools, while giving humans visibility into every important decision.
- Agents connected to the tools your team already uses
- Monitoring that shows what happened and why
- Human review gates for risky actions
Example systems
- Email assistant that drafts replies and updates CRM
- Inventory monitor that flags issues and drafts orders
- Reporting agent that prepares weekly leadership briefs
Engagement ladder
Start with the workflow. Earn the build.
A bounded path for professional-services teams with expensive operational work: decide fit, design the system, prove it under real conditions, then operate it with evidence.
Designed for
Owners and operations leaders who can name one recurring workflow that costs time, margin, or client trust.
A credible technical sponsor is a qualification milestone before delivery—not a requirement to start the conversation.
- 00
Free decision
Workflow Fit Check
No fee
25 minutes · one decision call
We decide fit or no-fit, flag obvious risks, and name the right next step. This is qualification—not free architecture or speculative solution design.
- One expensive workflow
- Decision owner in the room
- Fit, risk flags, next step
- 01
Paid definition
Agent Systems Blueprint
US$4,000
5 business days · prepaid
Turn a qualified workflow into an implementation contract: current-state map, target architecture, risk and access inventory, KPI and eval plan, human gates, backlog, acceptance criteria, and fixed pilot quote.
- One bounded workflow
- Up to three stakeholder interviews
- Decision-ready delivery dossier
- 02
Prove in production
Fixed-scope pilot
US$8k–15k
Scope fixed from the Blueprint
Build the smallest credible system that can survive real inputs, real review, and a measured release. The lane reflects operational exposure—not a bundle of vague features.
- Working production artifact
- Evals, observability, and human gates
- Release evidence and handoff
EvidenceUS$8kProve the core workflow
ControlledUS$12kPilot with live users and gates
ProductionUS$15kHarden, integrate, and launch
- 03
Keep it reliable
Optimize or Operate
US$2.5k–5k
Monthly · 3-month initial term
Reserve explicit engineering capacity for evals, routing, monitoring, incident response, model migrations, and measured improvement after launch.
- Named monthly capacity
- Operational review and receipts
- No indefinite black-box retainer
OptimizeUS$2.5k/moReview, tune, and improve
OperateUS$5k/moActive reliability ownership
Mexico SME access laneLocal-market capacity, published plainly.
A limited delivery lane for qualifying Mexican SMEs. It is eligibility-based—not hidden geolocation, IP detection, or negotiated-in-the-dark pricing.
Published MXN pricing
- Blueprint
- MXN 45k + IVA
- Evidence / Controlled / Production pilots
- MXN 120k / 170k / 220k + IVA
- Optimize / Operate
- MXN 40k / 75k monthly + IVA
Eligibility
- Mexican-controlled business with an RFC and local operating benefit
- Spanish-first collaboration in Mexico working hours
- One bounded workflow with expected first-year value of at least 3× fees
- A decision owner participates; a technical sponsor is named before delivery
- No multinational, reseller, or export pass-through use
Capacity: at most two new access-lane clients per month or 20% of delivery capacity, whichever is reached first.
We do not change price based on IP address. Eligibility is confirmed during the Fit Check; proposals in MXN are valid for seven days.
Two-minute self-check
Is this workflow ready for a Fit Check?
Four operating questions. The result is a readiness signal, not a diagnosis, architecture, or automated sales decision.
Runs only in this browser. No answer is stored or sent.
Question 1 / 4
0102 — Methodology
Four moves, every engagement.
The methodology is the same whether we’re shipping a flagship product or auditing a workflow. Specs first, tests second, code third, evals always.
- 01
Audit
We map your current workflow, infrastructure, and agent gaps. Out comes a written diagnosis — not vibes, not consultantware.
- 02
Design
Specs first, then code. Architecture, model routing, eval criteria, and human-in-the-loop gates — designed in TypeScript types your team can read.
- 03
Build
Spec-driven implementation with test-driven gates. We ship in weekly slices, behind feature flags, with observability from commit one.
- 04
Operate
Eval frameworks, alerting, model fallback chains, and a working CI/CD that catches regressions before your users do.
- 01
Audit
We map your current workflow, infrastructure, and agent gaps. Out comes a written diagnosis — not vibes, not consultantware.
- 02
Design
Specs first, then code. Architecture, model routing, eval criteria, and human-in-the-loop gates — designed in TypeScript types your team can read.
- 03
Build
Spec-driven implementation with test-driven gates. We ship in weekly slices, behind feature flags, with observability from commit one.
- 04
Operate
Eval frameworks, alerting, model fallback chains, and a working CI/CD that catches regressions before your users do.
03 — Trusted by
Businesses and investors who trust Agentic Engineering.
Named work, described accurately. KLGV Abogados — paid design partnership and pilot for Curia, our legal-operations product. Héctor Guerra FX / DARK MODE — trading mentorship infrastructure, active fixed-fee engagement. We add partners to this wall only when they approve the wording.
04 — In the open
We work in the open.
Some of what we build belongs to everyone.
LABS
Labs Notebook
An open notebook of agentic plugins, experiments, and infrastructure spikes.
OPEN SOURCE
SpecSafe
A skills-first framework that keeps AI coding agents aligned with human intent — specifications, TDD, QA gates. 8 tools, 3 integration tiers.
OPEN SOURCE
Ultimate Harness
One harness. Every coding agent. Portable discipline. Plan, launch, observe, and verify agentic work without losing sandbox boundaries or audit trail.
RESEARCH BENCHMARK
Prism Arena Bench
Eleven models. Ten executable 3D scene-and-motion tasks. One shared renderer and a blind four-judge panel — results, methods, and machine-readable evidence published in full.
Field note · Model economics
The meter moved. It did not disappear.
How subscription inclusion changes the economics of verification without making capacity, availability, or production dependency free.
05 — Talk to us
Tell us what you’re trying to ship.
We reply within one business day. If we’re not the right team for the work, we’ll tell you.
Start a project