Outcomes

What clients see in weeks 2–4

We publish baselines, track P95 metrics, and attach before/after proof—so progress is visible without digging

Catalog Operations Outcomes

What clients see by weeks 2–4.

Snapshot:

Product data stops fighting the storefront. SKUs read consistently, images meet guidelines, and Merchant Center errors stop blocking ads. Feeds sync on a predictable cadence, so merchandising changes go live faster and cleaner. Each week you get a change log and a before/after error report; we call out what improved, what needs a decision, and what’s queued next—so your catalog behaves like a system, not a spreadsheet.

KPIs we track:

Proof artifacts:

  • GMC error rate and policy-safe feed status (weekly)
  • SKU completeness & consistency (titles, attributes, pricing)
  • P95 feed-sync latency to storefront/ads
  • GMC before/after error log → /outcomes#gmc-before-after
  • Weekly change-log sample → /outcomes#sample-dashboard
  • Feed status snapshot → /outcomes#feed-status

Week-1 vs Week-4 cards:

  • Week-1 Baseline: SKU template agreed; GMC audit complete
  • Week-1 Setup: Feed cadence set; image rules documented
  • Week-4 Stability: GMC error rate trending down; titles/images standardized
  • Week-4 Cadence: P95 feed sync stabilized; weekly change logs live

Customer Support Outcomes

What clients see by weeks 2–4.

Snapshot:

First-response stabilizes under 6 business hours (P95). Resolution lands within 24–48 hours with fewer reopenings, and Inbox Zero becomes a daily norm. Weekly reports surface CSAT trends and volume spikes, so staffing and hours decisions are straightforward. SLA compliance carries variance notes, owners, and fix-by dates—accountability built into the work.

KPIs we track:

Proof artifacts:

  • P95 First-Response Time
  • P95 Resolution Time
  • CSAT & Reopen Rate
  • Weekly support report (redacted) → /outcomes#support-report
  • SLA targets & definitions → /service-overview#sla

Week-1 vs Week-4 cards:

  • Week-1 Baseline: SLA windows agreed; canned responses drafted
  • Week-1 Setup: Ticket tags and CSAT tracking enabled
  • Week-4 Rhythm: P95 FR/Resolution within targets; Inbox Zero daily
  • Week-4 Visibility: Weekly CSAT and volume trends reviewed

Data Annotation & Labeling Outcomes

What clients see by weeks 2–4.

Snapshot:

Labeling stops drifting. A pilot locks guidelines and edge cases; two-stage QC catches misses early. Inter-annotator agreement stays visible, disagreements are resolved the same week, and clean CSV/JSON drops land on schedule—so training pipelines don’t stall on data hygiene.

KPIs we track:

Proof artifacts:

  • QA pass rate & Inter-Annotator Agreement (IAA)
  • Turnaround time per batch (P95)
  • Issue log closure rate (owner + fix-by)
  • QA sample & audit report (redacted) → /outcomes#qa-sample
  • IAA dashboard excerpt → /outcomes#iaa
  • Data drop changelog (CSV/JSON) → /outcomes#sample-dashboard

Week-1 vs Week-4 cards:

  • Week-1 Baseline: Guidelines + ontology agreed; QA rubric set
  • Week-1 Setup: Project configured; sampling plan active
  • Week-4 Quality: QA pass ↑; disagreements ↓; IAA within target
  • Week-4 Delivery: On-schedule drops; exceptions documented

Workflow Automation Outcomes

What clients see by weeks 2–4.

Snapshot:

Flows stop breaking in silence. Runbooks and diagrams make ownership clear; monitoring raises alerts; fixes land within MTTR targets. Manual hours shrink as exceptions are handled predictably, and a monthly change log keeps product, marketing, and ops aligned.

KPIs we track:

Proof artifacts:

  • Flow uptime & incident MTTR
  • Exception rate & manual hours saved
  • Change-request throughput per month
  • Runbook & monitoring snapshot (redacted) → /outcomes#monitoring
  • Change log before/after → /outcomes#flow-changes
  • Flow diagram excerpt → /outcomes#diagram

Week-1 vs Week-4 cards:

  • Week-1 Baseline: Current flows mapped; risks captured
  • Week-1 Setup: Monitors/alerts live; runbooks drafted
  • Week-4 Reliability: Uptime ↑; MTTR within target
  • Week-4 Efficiency: Manual steps reduced; change log active

How we measure

We track P95 metrics, publish weekly dashboards and change logs, and attach owners and fix-by dates to any breach.

Definitions live in Service Overview