Vendor-Agnostic Guidance

Stuck Between Copilot and ChatGPT Enterprise? You're Asking the Wrong Question.

Only 3.3% of Copilot Chat users convert to paid. Adoption drops to 8% when alternatives are available. The answer is not “pick a vendor.” The answer is: pick the right model for each job.

Get a free quote. 20-minute call, no obligation. We show up with research on your business.

Get a Free Quote See Our Agents Live

The Copilot Problem in Numbers

3.3%

of Copilot Chat users actually pay for it

choose Copilot when all 3 platforms are available

−19.8

Copilot accuracy NPS score (negative)

10%

of purchased seats used after permission audits

Sources: Microsoft Q2 FY2026, Recon Analytics AI Choice 2026, ByteIota Copilot Analysis.

If this sounds familiar…

×You bought Copilot licenses but adoption is under 20%

×Data governance blocked your rollout for months

×Leadership wants "AI" but nobody knows which platform

×You feel locked into one vendor with no exit strategy

×Pilots stalled because the tool didn't fit the workflow

The model-agnostic approach

✓Use Claude for reasoning, GPT for generation, open-source for on-prem

✓Right model for each task, not one vendor for everything

✓Enterprise RAG with role-based access and lineage

✓Agent orchestration with policy guardrails and audit trails

✓We deploy, measure, and iterate in 2-week sprints

Before you pick a vendor

If They Haven't Shipped It, They Shouldn't Teach It

Plenty of consultants will sell you a “Copilot deployment strategy” or a “ChatGPT integration roadmap.” Ask them what they have shipped. Ask for production URLs. If they can't answer, you're paying for vocabulary, not outcomes.

Read: Builders, Not Talkers Talk to a Real Builder

What We Actually Build

Foundation Models

Mix of GPT-4o/4.1, Claude, Azure OpenAI, and open-source based on task and constraints. Local/edge models where latency, privacy, or cost matter.

Orchestration & RAG

Enterprise RAG with role-based access and lineage. Agent controllers with policy guardrails and event audit trails. LangChain + Pinecone.

Skills & Integrations

MCP tools for ERP/CRM/DevOps. Queues and webhooks for reliability. Real work, not just chat. Agents that do the job.

Proof We Ship

$10K+ Saved in Month One

Production agent in 2 weeks. Exceeded our retainer cost in savings.

Read

Beyond Copilot or ChatGPT

Why the right answer is almost never “pick one vendor.”

Read

Dozens of Live Agents

Try our production agents. No download, no signup.

See Agents

Stop Gambling on a Single Vendor

Talk to our CEO or a senior account manager for 20 minutes. We show up prepared with research on your business. If there's a fit, you get a tailored proposal at no cost.

Most clients start small and scale from there—all our experts, for less than one full-time hire.

Get a Free Quote Proof We Ship