Category · 11 articles

Custom AI & LLM development

Copilots, RAG, and agents — framed as business decisions: what they cost, when off-the-shelf isn't enough, and how to scope a build.

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7 Ways Retrieval-Augmented Generation (RAG) Cuts AI Risk
Custom AI & LLM development10 min read

7 Ways Retrieval-Augmented Generation (RAG) Cuts AI Risk

Retrieval-Augmented Generation (RAG) combines search + LLMs to answer from your approved knowledge, with citations, fresher info, and lower hallucination risk.

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7 Criteria for Claude vs GPT vs Gemini Selection
Custom AI & LLM development9 min read

7 Criteria for Claude vs GPT vs Gemini Selection

Compare Claude vs GPT vs Gemini for business rollouts: accuracy on your tasks, latency, safety, governance, integrations, and total cost at scale.

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7 Steps to Scope an AI Project in Weeks
Custom AI & LLM development8 min read

7 Steps to Scope an AI Project in Weeks

Scope an AI project in weeks by defining one business objective, a few success metrics, a Minimal Viable AI Deliverable, and a rapid data and workflow check.

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7 Practical AI Agents for Business Leaders to Pilot
Custom AI & LLM development11 min read

7 Practical AI Agents for Business Leaders to Pilot

A leadership-ready guide to 7 AI agents, what they do, what systems they touch, guardrails, metrics, and how to choose your first pilot.

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9 Steps to Scope a Custom AI Copilot That Gets Used
Custom AI & LLM development8 min read

9 Steps to Scope a Custom AI Copilot That Gets Used

Learn when off-the-shelf copilots stall and how to scope, design, and launch a custom AI copilot tied to real workflows, data access, and measurable KPIs.

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7 Drivers of Custom LLM Application Cost in 2026
Custom AI & LLM development10 min read

7 Drivers of Custom LLM Application Cost in 2026

A practical breakdown of custom LLM application cost in 2026 across development, data, compute, integration, and ongoing operations.

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RAG vs Fine-Tuning: 7 Business Tradeoffs That Decide
Custom AI & LLM development8 min read

RAG vs Fine-Tuning: 7 Business Tradeoffs That Decide

RAG vs fine-tuning is an operating decision: optimize for current facts, consistent behavior, governance, and who owns it after the pilot.

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Decision Matrix for RAG vs Fine-Tuning vs LoRA
Custom AI & LLM development8 min read

Decision Matrix for RAG vs Fine-Tuning vs LoRA

RAG vs Fine-Tuning vs LoRA: a decision matrix that maps common executive use cases to the right lever, with practical guidance on cost, time, and risk.

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7 Practical Signals for Fine-Tuning Large Language Models
Custom AI & LLM development10 min read

7 Practical Signals for Fine-Tuning Large Language Models

Learn when fine-tuning large language models is the right lever versus prompting, RAG, or adapters, using business signals, metrics, and risk checks.

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7 Ways to Win Using RAG and Fine-Tuning Together
Custom AI & LLM development8 min read

7 Ways to Win Using RAG and Fine-Tuning Together

A practical guide to combining retrieval and tuned behavior so AI stays current, citeable, and consistent in real workflows.

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8 Drivers of AI Development Cost for Business
Custom AI & LLM development10 min read

8 Drivers of AI Development Cost for Business

Plan AI budgets by component: discovery, data, models, app build, integration, security, evaluation, and ongoing operations.

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