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Helio Copilot · 2026.Q1

Upwork Top Rated Plus · Expert-Vetted

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SI ApplicationsLLM apps, agents, RAG, evals Custom SoftwareWeb, mobile, APIs, dashboards MLOps & SI InfraVector DBs, serving, observability SI-Augmented DesignResearch, prototyping, design systems SI-Driven QAEval harnesses, regression, red-team SI ConsultingStrategy, audit, roadmap Engagement tiersAudit · Build · Embedded team FAQCommon questions, answered

FintechPayments, risk, compliance TelecomNetwork & voice SI HealthcareHIPAA-grade systems E-commerceSearch, recs, support Real EstateValuation & lease SI SI SaaSCopilots & LLM features

All case studies25 case studies Case spotlightHelio Copilot · 2026.Q1 RecognitionUpwork Top Rated Plus · Expert-Vetted

Our processAudit → Build → Embed Engagement tiersScoped to your stage Evals & MLOpsEval-gated delivery

About OctalcodeStory, mission, values JournalEssays & field notes ContactStart a conversation

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SI project · SaaS · 2025

Ampli-fi.io

Adaptive onboarding agent that learns each customer's configuration to cut time-to-value from weeks to days.

Category: SI project
Client: B2B product
Year: 2025
Sector: SaaS
What we did: SI Agents, LLM Apps, Product Design

Ampli-fi.io

The challenge.

Time-to-value stretched to weeks because every customer configured the product differently and onboarding could not keep up.

Ampli-fi.io

Our approach.

An adaptive onboarding agent learns each customer's configuration and guides setup contextually, with evals guarding against wrong guidance.

Ampli-fi.io

The outcome.

Time-to-value dropped from weeks to days, and the onboarding team scaled without new hires.

Built with

Tech stack.

Tech stack

Claude Sonnet 4.6
LangGraph
Postgres
React

What we did

SI Agents
LLM Apps
Product Design

Available for new engagements

Have an SI system that needs to ship?

30 minutes, one of our seniors, no slide deck. By the end of the call you will know whether we are the right team, and if not, who is.

Get a production-readiness review Email info@octalcode.com

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