Tier 1: Chat & Copilot
L1 is human-in-the-loop chat: a person prompts, edits, decides. No durable business memory, no internal data unless pasted, no execution beyond the turn. The starting line for roughly 80% of middle-market companies, and the place most stall.
L1 is per-employee uplift on tasks already being done. The economic value is 10-30% productivity on a per-seat basis. Real. But no process is redesigned, no workflow captured, no institutional knowledge accumulated. The "AI ROI" stories that fill quarterly board decks largely live here, and they hit a ceiling fast.
Underneath L1 sits the data foundation: warehouses, ingestion, governance. No agent orchestration exists at L1 by category. Data orchestration (Airflow, Dagster, Prefect) is the ancestor, necessary, but not the same animal.
Same workflow, different question: who does the work. Cost-per-task replaces cost-per-seat the moment the agent runs the steps.
| Function | In practice | Signal |
|---|---|---|
| Engineering | 80%+ Cursor / Claude Code adoption, the single highest-ROI L1 move | +15–25% PR throughput |
| Finance | Claude / ChatGPT drafts commentary, variance and the deck, numbers still from Excel | Flash P&L 10d → 3d |
| Marketing | Brand-voice drafting; the editor still ships the final copy | −40–60% draft time |
| Sales / RevOps | Power BI or Looker is the system of record; AI doesn't touch it yet | One governed dashboard |
| Legal | AI flags deviations from the playbook | Lawyer makes the call |
L1 is the substrate. Treat it as serious infrastructure work, not as "we bought Copilot, we're good." A clean L1 unlocks every tier above it. A dirty L1 means every agent above it lies confidently.
The single highest-impact L1 move. PR throughput +15-25%. Reduces dependency on hiring against a backlog. Sets up an L3 graduation when the org is ready to put coding agents in CI.
Close-cycle commentary, variance drafting, board narrative, copilot-assisted. CFO draft time down materially. Doesn't redesign the close; speeds the human running it.
Content drafting time -40-60%. Editor still ships. Sets up the L2 graduation to brand-grounded retrieval and the L3 graduation to autonomous draft-to-publish.
Deviations from playbook flagged; lawyer makes the call. The L2 graduation is a full retrieval index over the contract library; the L3 graduation is the deal-desk feed.
The unglamorous L1 win. Identity resolution on leads. One system-of-record for revenue. Nobody automates a number they can't agree on.
Headcount, plan, gap: clean and grounded. The L2 graduation is recruiting Q&A over the policy library; the L3 graduation is the recruiting agent.
An Edge Assessment is a read-only, six-dimension read of your data and AI foundation. We tell you what tier you're at, which workflows carry the most ROI upside, and the 90-day pilot plan. Credentials deleted at engagement close.
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