Done-for-you offer · Fractional CMO with AI Swarm · fcr-aht-scorecards skill
Completions architects real-time multi-location agent scorecards on top of the operator contact-center stack
Operators running 10-200 CS seats across 50-1,500 multi-location service brands work above a strong contact-center + LLM + observability + survey-tooling primitives layer (Zendesk + Salesforce Service Cloud + Intercom + Front + Gladly + Help Scout + Kustomer + Freshdesk + ServiceNow + Genesys Cloud + NICE CXone + Talkdesk + Five9 + RingCentral + Aircall + Vonage + 8x8 for contact center; OpenAI + Anthropic + Google + Mistral + Cohere + Meta for LLM APIs; Datadog + New Relic + Grafana + Prometheus + Sentry + Honeycomb + Splunk + Sumo Logic + Elastic for observability; Qualtrics + Medallia + InMoment + AskNicely + Delighted + SurveyMonkey + Typeform for CSAT/NPS capture — each vendor ships sophisticated ticket-routing, queue, dashboard, or survey primitives). The orchestration layer that sits above those primitives — per-location per-seat per-cohort scorecards across six categories (FCR + AHT + CSAT + NPS + per-vertical compliance pass rate + brand-voice-fit), cross-channel normalization with per-vendor metric-definition reconciliation, per-vertical compliance overlay, brand-voice-fit scoring via LLM-as-judge ensemble, per-cohort benchmarking against operator-counsel-and-franchisee-council-maintained peer cohorts, below-floor alerting routing, FDD Item 19 + Item 20 disclosure overlay when scorecards shared with franchisee council or prospective franchisees — is operator-side architecture. Single-vendor native scorecards typically optimize for the vendor’s account model and do not normalize across the operator multi-vendor stack; the orchestration layer above them does. Completions architects the fcr-aht-scorecards skill on the cs-agent-assist agent end-to-end and coordinates it with the brand-spec-authoring, compliance-overlay-manager, master-record-canonicalization, and location-benchmarking siblings. Operator owns every artifact: contact-center stack credentials, scorecard data, brand spec, per-cohort benchmark definitions, FDD Item 19/20 disclosure register, compliance overlay, audit trail. Operator can 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 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). Six-category scorecard dimensions: First-Call-Resolution (FCR) + Average-Handle-Time (AHT) + CSAT + NPS + per-vertical compliance pass rate + brand-voice-fit score via the 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 against operator-counsel-and-franchisee-council-maintained cohort definitions. Real-time scorecard delivery to operator- controlled destinations (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 + state- Metrc + alcohol DISCUS + tobacco FDA + ATF + state-firearms-board + financial SEC/FINRA/SOX/GLBA + state-AG UDAP) on every scorecard surface expressed as a policy-as-code gate (OPA Rego, AWS Cedar, Casbin, Cerbos, Oso) that operator counsel reviews. FDD Item 19 + Item 20 disclosure overlay when scorecards shared with franchisee council or prospective franchisees. Below-floor alerting routing to operator-controlled destinations (Slack + Teams + email + franchisee portal) with the priority bands operator counsel and ops jointly set on event-driven architecture.
Where the orchestration above contact-center, LLM, and observability primitives compounds at portfolio scale
The vendor primitives are strong. Contact-center vendors handle ticket routing and voice queues. LLM vendors deliver instruction-following at frontier quality. Observability vendors handle metrics and alerting. Survey tooling captures CSAT and NPS. The orchestration above those primitives is what compounds at multi-location portfolio scale. Per-location per-seat per-cohort scorecard computation sits above per-source event emission and per-seat canonical-ID resolution. Cross-channel scorecard normalization sits above the data- warehouse layer with per-vendor metric-definition reconciliation. Per-vertical compliance overlay sits above a policy-as-code gate (OPA Rego, AWS Cedar, Casbin, Cerbos, Oso) that counsel reviews. Brand-voice-fit scoring sits above LLM-vendor operations. Per-cohort benchmarking sits above the location-benchmarking agent with counsel-and-council-maintained cohort definitions. Below-floor alerting routing sits above event-driven architecture. FDD Item 19/20 disclosure overlay sits above a policy-as-code gate counsel reviews before any scorecard leaves the operator perimeter.
Completions coordinates this orchestration layer under a Tier 3 Fractional CMO with AI Swarm engagement (1-2 days/wk embedded), tying the cs-agent-assist agent to the brand-spec-authoring, compliance-overlay-manager, master-record-canonicalization, and location-benchmarking siblings.
How the engagement progresses
Tier 1 AI Readiness Assessment (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 (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 the 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 ( 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 coordinates 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 for contact center; OpenAI + Anthropic + Google + Mistral + Cohere + Meta for LLM APIs; Datadog + New Relic + Grafana + Prometheus + Sentry + Honeycomb + Splunk + Sumo Logic + Elastic for observability; Qualtrics + Medallia + InMoment + AskNicely + Delighted + SurveyMonkey + Typeform for CSAT/NPS capture — each vendor ships sophisticated primitives that the orchestration sits above). Six-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 reconciled across the operator multi-vendor stack; (3) CSAT post-interaction survey scores; (4) NPS quarterly survey scores; (5) per-vertical compliance pass rate (HIPAA + FDA OPDP + DEA + state-licensing-board + state-pharmacy-board + state- Metrc + alcohol DISCUS + tobacco FDA + ATF + state-firearms-board + financial SEC/FINRA/SOX/GLBA + state-AG UDAP); (6) brand-voice-fit score via the LLM-as-judge ensemble against the operator-versioned brand spec. 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 against operator-counsel-and-franchisee-council-maintained cohort definitions. Real-time scorecard delivery to operator-controlled destinations (per-seat dashboard + per-franchisee dashboard + per-operator-CMO dashboard) with below-floor alerting routing to operator-controlled stakeholder channels (Slack + Teams + email + franchisee portal) on event-driven architecture (Temporal + AWS Step Functions + Apache Airflow + Dagster + Prefect) with the priority bands operator counsel and ops jointly set. Per-vertical compliance overlay (HIPAA Security Rule 164.308 + 164.312 + state medical-board + FDA OPDP + state pharmacy board + state-licensing-board + per-vertical regulator) on every scorecard surface expressed as a policy-as-code gate (OPA Rego, AWS Cedar, Casbin, Cerbos, Oso) that operator counsel reviews. FDD Item 19 + Item 20 disclosure overlay when scorecards shared with franchisee council or prospective franchisees, expressed as a policy-as-code gate counsel reviews before any scorecard leaves the operator perimeter. Operator owns every artifact: contact-center stack credentials, scorecard data, brand spec, per-cohort benchmark definitions, FDD Item 19/20 disclosure register, compliance overlay, audit trail. Completions owns the swarm orchestration on the cs-agent-assist agent and its coordination with the brand-spec-authoring, compliance-overlay-manager, master-record-canonicalization, and location-benchmarking siblings.
Where does the orchestration layer above contact-center + LLM + observability primitives compound at multi-location portfolio scale?
Contact-center vendors (Zendesk + Salesforce Service Cloud + Intercom + Front + Gladly + Help Scout + Kustomer + Freshdesk + ServiceNow + Genesys Cloud + NICE CXone + Talkdesk + Five9 + RingCentral + Aircall + Vonage + 8x8) ship strong primitives for per-seat ticket-routing, voice queues, and dashboards. LLM vendors (OpenAI + Anthropic + Google + Mistral + Cohere + Meta) ship instruction-following at frontier quality. Observability vendors (Datadog + New Relic + Grafana + Prometheus + Sentry + Honeycomb + Splunk + Sumo Logic + Elastic) ship metrics and alerting. Survey tooling (Qualtrics + Medallia + InMoment + AskNicely + Delighted + SurveyMonkey + Typeform) ships CSAT and NPS capture. The orchestration layer above them is operator-side architecture, and at multi-location portfolio scale it spans seven workstreams: (1) per-location per-seat per-cohort scorecard computation across six categories (FCR + AHT + CSAT + NPS + per-vertical compliance pass rate + brand-voice-fit) sitting above per-source event emission and per-seat canonical-ID resolution; (2) cross-channel scorecard normalization across the operator contact-center stack with per-vendor metric-definition reconciliation (e.g., AHT calculation conventions differ by vendor) sitting above the data-warehouse layer; (3) per-vertical compliance overlay across verticals (HIPAA + FDA OPDP + DEA + state-licensing-board + state-pharmacy-board + state- Metrc + alcohol DISCUS + tobacco FDA + ATF + state-firearms-board + financial SEC/FINRA/SOX/GLBA + state-AG UDAP) expressed as a policy-as-code gate (OPA Rego, AWS Cedar, Casbin, Cerbos, Oso) that counsel reviews; (4) brand-voice-fit scoring via the LLM-as-judge ensemble at every scored interaction sitting above LLM-vendor operations (rate-limit + cost-budget management); (5) per-cohort benchmarking against per-region + per-vertical + per-store-size + per-tenure + per-skill-tier peer cohorts on the location-benchmarking agent sitting above operator-counsel-and-franchisee-council-maintained cohort definitions; (6) below-floor alerting routing to operator-controlled destinations (Slack + Teams + email + franchisee portal) on event-driven architecture (Temporal + AWS Step Functions + Apache Airflow + Dagster + Prefect) with the priority bands operator counsel and ops jointly set; (7) FDD Item 19 + Item 20 disclosure overlay when scorecards shared with franchisee council or prospective franchisees expressed as a policy-as-code gate that counsel reviews before any scorecard leaves the operator perimeter. Completions coordinates this orchestration layer under a 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 (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 (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 (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 does Completions commit to reporting on a Tier 3 engagement?
Tier 3 engagements report against a pre-engagement baseline that the Tier 1 assessment establishes for the operator stack. The reporting cycle covers six workstreams: (1) per-location per-seat per-cohort scorecard coverage observed across the six scorecard categories (FCR + AHT + CSAT + NPS + per-vertical compliance pass rate + brand-voice-fit), with the per-seat event-emission completeness rate the scorecard depends on; (2) cross-channel scorecard normalization observed across the operator contact-center stack with per-vendor metric-definition reconciliation diagnostics reported; (3) per-vertical compliance overlay pass rate observed across HIPAA + FDA OPDP + DEA + state-licensing-board + state-pharmacy-board + state- Metrc + alcohol DISCUS + tobacco FDA + ATF + state-firearms-board + financial SEC/FINRA/SOX/GLBA + state-AG UDAP scope; (4) brand-voice fit observed via the LLM-as-judge ensemble against the operator-versioned brand spec with per-seat and per-channel breakdowns; (5) per-cohort benchmarking surface observed against per-region + per-vertical + per-store-size + per-tenure + per-skill-tier peer cohorts that operator counsel and the franchisee council jointly maintain; (6) FDD Item 19 + Item 20 disclosure gate pass rate observed on every scorecard shared with franchisee council or prospective franchisees. Monthly reports surface to the C-suite + CS leadership + franchisee council + counsel with per-franchisee roll-up and below-floor flagging. Caveats: contact-center vendor rate limits + per-channel ingestion completeness + LLM-vendor rate limits + per-statute retention windows shifting with operator counsel policy sit outside Completions control and are reported alongside observed performance; attorney-client privilege on counsel-reviewed FDD Item 19/20 disclosure rules is preserved through every layer of the reporting cycle. Completions does not commit to fixed numeric SLAs on scorecard coverage, normalization accuracy, compliance pass rate, brand-voice-fit accuracy, benchmarking coverage, or alerting routing latency when those KPIs depend on vendor performance, data infrastructure availability, or counsel policy decisions.
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). If the operation is ready to absorb the scorecards, the assessment hands off to the AI Swarm Setup Sprint (Tier 2, 4-8 weeks, ). If the operation needs ongoing orchestration after Tier 2 hand-off, the agent scorecards continue under Fractional CMO with AI Swarm (Tier 3, 6-month minimum, 1-2 days/wk embedded). Operator owns every artifact at every tier including contact-center stack credentials. Operator can in-house at any time.