Done-for-you offer · Fractional CMO with AI Swarm · fcr-aht-scorecards skill
Completions architects real-time multi-location agent scorecards on top of your contact-center stack
You run 10-200 CS seats across 50-1,500 locations and your contact-center stack ships generic single-account FCR + AHT scorecards. The Zendesk dashboard does not benchmark Phoenix agents against Austin agents. Salesforce Service Cloud does not normalize AHT across email vs SMS vs voice. Intercom does not score brand-voice fit on per-reply outputs. None ships per-vertical HIPAA + cannabis + alcohol + firearms + financial compliance overlay. None ships FDD Item 19 + Item 20 disclosure when scorecards reach franchisees. Completions architects the fcr-aht-scorecards skill on the cs-agent-assist agent end-to-end with per-location per-seat per-cohort scorecards + cross-channel normalization + per-vertical compliance overlay + brand-voice-fit scoring + per-cohort benchmarking + below-floor alerting + FDD disclosure. You keep every artifact. You keep the contact-center stack credentials. You keep the ability to in-house at any time.
Published September 24, 2026
What we operate every day
Per-location per-seat per-cohort scorecards across every CS agent on operator existing contact-center stack (Zendesk + Salesforce Service Cloud + Intercom + Front + Gladly + Help Scout + Kustomer + Freshdesk + ServiceNow + Genesys Cloud + NICE CXone + Talkdesk + Five9 + RingCentral + Aircall + Vonage + 8x8). 6-category scorecard dimensions: First-Call -Resolution (FCR) + Average-Handle-Time (AHT) + CSAT + NPS + per-vertical compliance pass rate + brand-voice-fit score via 10-model LLM-as-judge ensemble.
Per-cohort benchmarking against per-region + per-vertical + per-store-size + per-tenure + per-skill-tier (rookie + journeyman + senior + lead) peer cohorts with z-score-trend + relative-rank-trend + percentile-trend. Real-time scorecard delivery via per-seat dashboard + per-franchisee dashboard + per-operator-CMO dashboard.
Per-vertical compliance overlay (HIPAA Security Rule 164.308 + 164.312 + state medical-board + FDA OPDP + state pharmacy board + state-licensing-board) on every scorecard surface. FDD Item 19 + Item 20 disclosure compliance overlay when scorecards shared with franchisee council or prospective franchisees. Below-floor alerting routing across Slack + Teams + email + franchisee portal with P0-under-60-second + P1-under-1-hour + P2-under-4-hour + P3-under-24-hour SLAs.
Why in-house breaks at multi-location portfolio scale
Per-location per-seat per-cohort scorecard computation across 100 CS seats × 5-7 cohort dimensions × 6 scorecard categories = 3,000-4,200 scorecard cells refreshed in real-time requires production observability infrastructure unstaffable by internal teams. Cross-channel scorecard normalization across 8 contact-center stacks with per-vendor metric definitions requires data-normalization infrastructure. Per-vertical compliance overlay requires deterministic gate. Brand-voice -fit scoring requires production LLM operations infrastructure. Per-cohort benchmarking requires location-benchmarking agent. Below-floor alerting routing requires event-driven architecture. FDD Item 19 + Item 20 disclosure compliance requires legal-engineering capacity.
Completions absorbs all seven axes under one Tier 3 Fractional CMO with AI Swarm engagement. The embedded executive (1-2 days/wk) coordinates the scorecards across the cs-agent-assist agent + brand-spec-authoring + compliance-overlay-manager + master-record-canonicalization + location-benchmarking siblings.
How the engagement progresses
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic). Completions audits the operator current multi-location agent scorecard operation across seven axes — per-location per-seat per-cohort scorecard coverage + cross -channel normalization maturity + per-vertical compliance overlay gap + brand-voice-fit scoring baseline + per-cohort benchmarking infrastructure + below-floor alerting routing + FDD Item 19/20 disclosure compliance. Deliverable: gap -pack report.
Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail). Completions builds the real-time multi-location agent scorecards on operator contact-center stack — fcr-aht-scorecards + customer-history -retrieval + product-knowledge-retrieval + response -suggestion-drafting + compliance-gated-reply-drafts + sentiment-intent-classification + per-agent-scorecards on cs-agent-assist agent + brand-voice-gate on brand-spec -authoring + per-jurisdiction-overlay-config on compliance -overlay-manager + peer-cohort-computation on location -benchmarking.
Tier 3 Fractional CMO with AI Swarm ($15-25k/ month, 6-month minimum, 1-2 days/wk embedded). Completions continues operating the scorecards with weekly per-seat performance review + monthly per-cohort benchmark refresh + quarterly per-vertical compliance overlay update + per -event below-floor alert coordination + cross-agent swarm coordination.
Frequently asked
What does "Completions architects real-time multi-location agent scorecards on top of your contact-center stack" actually deliver?
Completions runs per-location per-seat per-cohort scorecards across every CS agent on the operator existing contact-center stack (Zendesk + Salesforce Service Cloud + Intercom + Front + Gladly + Help Scout + Kustomer + Freshdesk + ServiceNow + Genesys Cloud + NICE CXone + Talkdesk + Five9 + RingCentral + Aircall + Vonage + 8x8). 6-category scorecard dimensions: (1) First-Call-Resolution (FCR) per-seat per-cohort with confidence-tier; (2) Average-Handle-Time (AHT) per-seat per-channel with per-vertical baseline; (3) CSAT post-interaction survey scores; (4) NPS quarterly survey scores; (5) per-vertical compliance pass rate (HIPAA + FTC + cannabis + alcohol + firearms + financial + state-licensing-board); (6) brand-voice-fit score via 10-model LLM-as-judge ensemble. Per-cohort benchmarking against per-region + per-vertical + per-store-size + per-tenure + per-skill-tier (rookie + journeyman + senior + lead) peer cohorts with z-score-trend + relative-rank-trend + percentile-trend. Real-time scorecard delivery via per-seat dashboard + per-franchisee dashboard + per-operator-CMO dashboard + below-floor alerting routing across Slack + Teams + email + franchisee portal. Per-vertical compliance overlay (HIPAA Security Rule 164.308 + 164.312 + state medical-board + FDA OPDP + state pharmacy board + state-licensing-board) on every scorecard surface. FDD Item 19 + Item 20 disclosure compliance overlay when scorecards shared with franchisee council or prospective franchisees. Operator team owns the contact-center stack credentials + brand spec + compliance overlay. Completions owns the swarm orchestration on the cs-agent-assist agent + cross-agent coordination with brand-spec-authoring + compliance-overlay-manager + master-record-canonicalization + location-benchmarking siblings.
Why does in-house multi-location agent scorecard operation break at portfolio scale?
In-house operation at multi-location portfolio scale fails on seven axes: (1) per-location per-seat per-cohort scorecard computation across 100 CS seats × 5-7 cohort dimensions × 6 scorecard categories = 3,000-4,200 scorecard cells refreshed in real-time requires production observability infrastructure unstaffable by internal teams; (2) cross-channel scorecard normalization across 8 contact-center stacks with per-vendor metric definitions (Zendesk vs Salesforce vs Intercom AHT calculations differ) requires data-normalization infrastructure; (3) per-vertical compliance overlay across 7 verticals × 50 states + per-vertical regulator requires per-jurisdiction-overlay-config deterministic gate; (4) brand-voice-fit scoring via 10-model LLM-as-judge ensemble at every scored interaction requires production LLM operations infrastructure; (5) per-cohort benchmarking against per-region + per-vertical + per-store-size + per-tenure + per-skill-tier peer cohorts with z-score + relative-rank + percentile trends requires location-benchmarking agent; (6) below-floor alerting routing across Slack + Teams + email + franchisee portal with severity-tier P0/P1/P2/P3 SLAs requires event-driven architecture; (7) FDD Item 19 + Item 20 disclosure compliance overlay when scorecards shared with franchisee council or prospective franchisees requires legal-engineering capacity. Completions absorbs all seven axes under one Tier 3 Fractional CMO with AI Swarm engagement.
What does the engagement look like across Tier 1 → Tier 2 → Tier 3?
Tier 1 AI Readiness Assessment ($10k, 2-3 weeks, diagnostic): Completions audits the operator current multi-location agent scorecard operation across seven axes — per-location per-seat per-cohort scorecard coverage + cross-channel normalization maturity + per-vertical compliance overlay gap + brand-voice-fit scoring baseline + per-cohort benchmarking infrastructure + below-floor alerting routing + FDD Item 19/20 disclosure compliance. Deliverable: gap-pack report. Tier 2 AI Swarm Setup Sprint ($25-50k, 4-8 weeks, build with 30-day operating tail): Completions builds the real-time multi-location agent scorecards on operator contact-center stack — fcr-aht-scorecards + customer-history-retrieval + product-knowledge-retrieval + response-suggestion-drafting + compliance-gated-reply-drafts + sentiment-intent-classification + per-agent-scorecards on cs-agent-assist agent + brand-voice-gate on brand-spec-authoring + per-jurisdiction-overlay-config on compliance-overlay-manager + peer-cohort-computation on location-benchmarking. Tier 3 Fractional CMO with AI Swarm ($15-25k/month, 6-month minimum, 1-2 days/wk embedded): Completions continues operating the scorecards with weekly per-seat performance review + monthly per-cohort benchmark refresh + quarterly per-vertical compliance overlay update + per-event below-floor alert coordination + cross-agent swarm coordination.
Who owns the contact-center stack credentials, scorecard data, and audit trail during engagement?
Operator owns 100% of every artifact: contact-center stack credentials (Zendesk + Salesforce Service Cloud + Intercom + Front + Gladly + Help Scout + Kustomer + Freshdesk + ServiceNow + Genesys Cloud + NICE CXone + Talkdesk + Five9 + RingCentral + Aircall + Vonage + 8x8 under operator billing + operator credentials; Completions accesses via operator-granted permissions revocable at any time), scorecard data (in operator data infrastructure — Snowflake + Databricks + BigQuery + Redshift + Postgres operator data warehouse), brand spec (versioned in operator repo with brand-spec-version-pin knobs), per-cohort benchmark definitions (operator-owned), compliance overlay (rule library in operator repo with attorney-approved updates), FDD Item 19 + Item 20 disclosure register (operator-owned + operator-counsel-maintained), scorecard orchestration code (in operator repo with operator-controlled deploy pipeline), LLM prompts for brand-voice-fit scoring (in operator repo with brand-spec-pinned knobs), audit trail (retention infrastructure on operator cloud account with WORM-storage when SEC + FINRA + SOX + HIPAA + state-licensing-board retention required). Completions owns: the orchestration knowledge — how to design per-location per-seat per-cohort scorecards + how to normalize cross-vendor metrics + how to tune brand-voice-fit scoring + how to debug per-cohort benchmark cascades + how to coordinate the scorecards with cs-agent-assist + brand-spec-authoring + compliance-overlay-manager + location-benchmarking siblings. The operator can in-house at any time; Completions credentials revoke immediately on engagement-end.
What KPIs will Completions commit to on Tier 3 engagement?
Typical Tier 3 commitments: (1) per-location per-seat per-cohort scorecard coverage at 99-percent target across 6 scorecard categories; (2) cross-channel scorecard normalization accuracy at 99-percent target across 8 contact-center stacks; (3) per-vertical compliance overlay coverage at 99.9-percent target across HIPAA + FTC + cannabis + alcohol + firearms + financial + state-licensing-board; (4) brand-voice-fit scoring accuracy at 90-percent target via 10-model LLM-as-judge ensemble; (5) per-cohort benchmark coverage at 99-percent target across per-region + per-vertical + per-store-size + per-tenure + per-skill-tier peer cohorts; (6) below-floor alerting routing latency at P0-under-60-second + P1-under-1-hour + P2-under-4-hour + P3-under-24-hour SLAs; (7) FDD Item 19 + Item 20 disclosure compliance at 100-percent target when scorecards shared with franchisee council or prospective franchisees; (8) cross-agent swarm coordination latency under 2-second end-to-end. Each KPI measured against pre-engagement baseline.
How does engagement end and what is the operator transition path?
Tier 3 engagements are 6-month minimum with 90-day notice. At engagement end, Completions transitions the multi-location agent scorecard operation back to operator in-house in 30-60 days: operating-playbook hand-off + in-house staff training across 3-5 operator team members covering per-location per-seat per-cohort scorecard computation + cross-channel normalization + per-vertical compliance overlay management + brand-voice-fit scoring + per-cohort benchmarking + below-floor alerting + FDD Item 19/20 disclosure management + cross-agent coordination + contact-center stack credentials hand-off + LLM prompts hand-off + audit trail hand-off with WORM-storage operator-account-ownership confirmation; Completions credentials revoke immediately on engagement-end. Operator can re-engage Completions at any time on Tier 1 or Tier 2 cadence.
Engage Completions
Start with the AI Readiness Assessment (Tier 1, 2-3 weeks, $10k). If your operation is ready to absorb the scorecards, the assessment hands off to the AI Swarm Setup Sprint (Tier 2, 4-8 weeks, $25-50k). If your operation needs ongoing orchestration after Tier 2 hand-off, the agent scorecards continue under Fractional CMO with AI Swarm (Tier 3, 6 -month minimum, $15-25k/month, 1-2 days/wk embedded). Operator owns every artifact at every tier including contact-center stack credentials. Operator can in-house at any time.