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What AI agents are, and which one you need

A chatbot answers; an agent acts. What separates the two, what a production agent is actually made of, and how to tell which workflow in your business is the right one to start with.

13 articles

Everything we've written on this

Feature graphic: Where AI agents pay off first in fintech
Fintech·7 min·Oct 2026

Where AI agents pay off first in fintech

AI agents for fintech payments pay off first on compliance gates that block release, with $41.2M Year 1 volume. Book the $25,000 AI Transformation Sprint.

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Feature graphic: Where AI agents pay off first in consulting
Professional Services·8 min·Oct 2026

Where AI agents pay off first in consulting

AI agents for consulting firms pay off first on knowledge search, proposals, and time capture — with published hours. Book the $25,000 AI Transformation Sprint.

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Feature graphic: When a multi-step AI agent fails in production
AI Agents·7 min·Sep 2026

When a multi-step AI agent fails in production

A multi-step AI agent at 95% per step is about 66% end to end after eight steps. Split or gate it. Book the $25,000, two-week AI Transformation Sprint.

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Feature graphic: Patient intake agents + EHR: the pattern that works
Healthcare·7 min·Sep 2026

Patient intake agents + EHR: the pattern that works

AI patient intake EHR integration that cuts admin time when eligibility, consent, and chart write are one path. Book the $25,000 AI Transformation Sprint.

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Feature graphic: Where AI agents pay off first in ecommerce ops
Commerce·6 min·Sep 2026

Where AI agents pay off first in ecommerce ops

AI agents for ecommerce operations pay back first on returns, inventory, and exceptions — with published ROI. Book the $25,000 AI Transformation Sprint.

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Feature graphic: Rules-based automation vs. AI agents: when you need the upgrade
AI Agents·4 min·Sep 2026

Rules-based automation vs. AI agents: when you need the upgrade

Your Zapier flows and RPA bots aren't obsolete: they're cheaper and more predictable than an agent for the work they fit. The line is your exception rate.

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Feature graphic: What an AI agent can and can't do alone
AI Agents·4 min·Sep 2026

What an AI agent can and can't do alone

Autonomy isn't a single setting. Four supervision patterns, the two questions that decide which one a task gets, and why it changes from step to step.

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Feature graphic: Five signs your business is ready for an AI agent
AI Agents·5 min·Sep 2026

Five signs your business is ready for an AI agent

Readiness isn't enthusiasm, it's five specific conditions. The checklist we run before we agree to build, and what to do if you only meet three of them.

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Feature graphic: AI agent vs. chatbot: what's the difference (and which do you need)?
AI Agents·4 min·Jul 2026

AI agent vs. chatbot: what's the difference (and which do you need)?

A chatbot answers; an agent acts. The real distinction — autonomy, tools, and multi-step work — and how to tell which one your workflow actually needs.

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Feature graphic: HIPAA-compliant AI agents: what healthcare teams need to know
Healthcare·2 min·Jun 2026

HIPAA-compliant AI agents: what healthcare teams need to know

Yes, you can deploy AI agents on PHI workflows — if the architecture is built for it from day one. BAAs, minimum necessary, audit trails, and the deployment patterns that pass review.

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Feature graphic: AI support automation for SaaS: the playbook behind 60%+ autonomous resolution
SaaS·2 min·Jun 2026

AI support automation for SaaS: the playbook behind 60%+ autonomous resolution

How a support agent actually reaches majority autonomous resolution without torching CSAT: the tier design, the escalation logic, and the eval discipline — with real deployment numbers.

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Feature graphic: The production AI agent stack: what we actually deploy
AI Agents·2 min·Jun 2026

The production AI agent stack: what we actually deploy

Model, orchestration, retrieval, evals, observability, guardrails — the six layers every production agent needs, what we use at each layer, and where teams cut corners they regret.

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Feature graphic: Where AI agents pay for themselves first in a B2B SaaS company
SaaS·1 min·Mar 2026

Where AI agents pay for themselves first in a B2B SaaS company

Support triage, onboarding, and renewal risk — ranked by time-to-value from real deployments.

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