{"id":30717,"date":"2026-05-07T07:09:00","date_gmt":"2026-05-07T07:09:00","guid":{"rendered":"https:\/\/thecloud.group\/?p=30717"},"modified":"2026-05-08T19:43:08","modified_gmt":"2026-05-08T19:43:08","slug":"why-2026-will-be-the-year-of-architecture-and-not-software-the-silent-decision-that-will-define-the-leaders-of-the-new-digital-cycle-11","status":"publish","type":"post","link":"https:\/\/thecloud.group\/en\/poc-ia-a-produccion\/","title":{"rendered":"AI Proof-of-Concept to Production: A 90-Day Roadmap That Works | TCG"},"content":{"rendered":"
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From AI PoC to real production: the 90-day roadmap that actually works<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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May 7, 2026<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t
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Bringing a validated AI PoC to real production can be done in 90 days with a clear roadmap: month 1 harden (real data, real integration,
observability), month 2 stabilize (evals, guardrails, load, cost), month 3 deploy (canary, monitoring, training, support). Each month has
Signable deliverables and measurable metrics. Skipping phases due to commercial pressure is the most common cause of projects reverting to the initial stage.
previous after six months.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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The mistake of wanting to go faster than 90 days<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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There's an understandable business instinct: if the Proof of Concept (PoC) worked, can't we launch it in production in three weeks? The short answer is no, unless the PoC was built with production discipline from day one (rare). Skipping phases is what leads to projects that end up back in the drawer four months after launch, once the first serious failure occurs.
in production breaks internal trust.<\/p>

90 days is a reasonable timeframe to bring a validated Proof of Concept (PoC) into actual production. Any faster is heroic. Any slower is inefficient.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Month 1 \u00b7 Fortify (days 1-30)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Week 1 \u00b7 Real data.<\/strong> Replace mock data with real customer data, anonymized or not as appropriate. Document differences between
original dataset and production.<\/p>

Week 2 \u00b7 Real integration.<\/strong> Connect to CRM, ERP, or real internal systems (at least one endpoint). Implement authentication and
traceability by user.<\/p>

Week 3 \u00b7 Observability.<\/strong> Structured logs, basic metrics, first dashboard. Without this, you can't go any further.<\/p>

Week 4 \u00b7 First review<\/strong>. Demo to real users (small group), feedback, go\/no-go decision for month 2.<\/p>

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Month 2 \u00b7 Stabilize (days 31-60)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Week 5 \u00b7 Automatic evaluations<\/strong>. A set of test prompts is executed every night. Alerts are triggered if quality drops.<\/p>

Week 6 \u00b7 Guardrails.<\/strong> Hallucination detection, prompt injection, inappropriate content. Fallback plan defined.<\/p>

Week 7 \u00b7 Load testing.<\/strong> Behavior under real concurrency. Measured latency, measured cost, documented scaling plan.<\/p>

Week 8 \u00b7 Cost optimization.<\/strong> Caching, smaller models where possible, batching. Typical cost reduction of the 30-60% vs. PoC.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Month 3 \u00b7 Unfold (days 61-90)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Week 9 \u00b7 Canary deployment.<\/strong> Production for 5-10% users,
intensive monitoring, clear rollback criteria.<\/p>

Week 10 \u00b7 Progressive deployment.<\/strong> 25%, 50%, 100% according to metrics
signed. Each step requires explicit approval.<\/p>

Week 11 \u00b7 Training.<\/strong> User documentation, end-user training, troubleshooting guide for internal team.<\/p>

Week 12 \u00b7 Transfer and closure.<\/strong> Handover to the operations team
From the client. Maintenance plan for the next six months. Signed success metrics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

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Metrics that are agreed upon at the start of the roadmap<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Before month 1 begins, the project's success metrics must be signed off. Without this, there's no objective way to say "it's finished.".
Typical metrics:\u00a0<\/p>