AI Labs by The Ops Toolbox
How we can help
We meet you where the program actually is, sometimes that is alignment, sometimes a build that needs a second opinion, sometimes a six-week pilot with defensible metrics.
Patterns, metrics, and runnable demos for architecture reviews and pilots, from The Ops Toolbox.
Who we work with
Four stakeholder groups we see in almost every program, often in the same steering forum.
COOs & operations leaders
Contact centre, field service, and internal ops copilots, with escalation and audit trails executives can follow.
CTOs & platform engineering
Multi-cloud pattern choice, gateway routing, durable workflows, and standards your product teams can reuse.
Risk, legal & compliance partners
RAG with citations, content safety gates, and orchestration where each step is owned and timed.
Transformation & PMO leads
Structured discovery outputs, initiative charters, and pilots that connect workshop notes to delivery backlogs.
Engagement shapes
Pick the container that matches your decision horizon, workshops, deliverables, and reference builds, not slide-only strategy.
Transformation assessment
1 to 2 weeksBest for: Leadership alignment before funding pilots
- Current-state map of data, systems, and AI ambition
- Prioritized initiatives with metrics and dependencies
- Recommended first pilot with scope boundaries
Architecture & governance review
2 to 3 weeksBest for: Teams with a build in flight that need a sober second opinion
- Written review of diagrams, APIs, and policy posture
- Workshop with engineering and risk stakeholders
- Concrete change list, not vague “consider security” notes
Pilot squad
4 to 8 weeksBest for: Proving value on one workflow (support, ops, compliance Q&A)
- Runnable pilot aligned to your identity and data boundaries
- Weekly steering with business and platform owners
- Scale playbook and handoff pack for your team to own
Advisory retainer
OngoingBest for: CTOs and COOs navigating a multi-initiative AI program
- Fortnightly office hours and async review of designs
- Vendor and build-vs-buy sense-checks
- Pattern library updates as your stack evolves
Indicative commercial shapes
Not a public rate card, scoped after a short intro call.
Transformation assessment
1 to 2 weeks · fixed scope
Best for: Leadership alignment before funding
- · Stakeholder interviews and current-state map
- · Prioritized initiative shortlist with metrics
- · Recommended first pilot with explicit out-of-scope list
Architecture & governance review
2 to 3 weeks · fixed scope
Best for: Build already in flight; need a second opinion
- · Written review of diagrams, APIs, and policy posture
- · Facilitated workshop with engineering and risk
- · Prioritized change list with owners suggested
Pilot squad
4 to 8 weeks · time & materials or capped
Best for: Prove one workflow end-to-end
- · Runnable pilot in your tenant (or reference build in ours)
- · Weekly steering with business and platform owners
- · Handoff pack: runbooks, metrics baseline, scale playbook
Advisory retainer
Monthly · day-rate or hour bundle
Best for: Multi-initiative programs without full-time hire
- · Fortnightly office hours and async design review
- · Vendor and build-vs-buy sense-checks
- · Pattern library updates as your program evolves
- Reference implementations on this site are not a managed service, engagements are advisory plus targeted build support in your environment.
- We do not resell model API spend; you keep direct relationships with OpenAI, Microsoft, AWS, and Anthropic.
- Fixed-scope assessments and reviews are quoted after a short intro call; pilots are scoped to one workflow and success criteria.
Outcomes we repeat
Representative result patterns from assessments and pilots (anonymized).
Architecture review or 6-week pilot
Regulated policy Q&A with citations
Financial services, insurance, and large HR policy estates
- Citation rate above 90% on an agreed golden question set
- Documented unknown-answer path when retrieval is weak
- Quantified lift vs general chat baseline for audit
Pilot squad with steering forum every week
Operations copilot with human approval
Support, ITSM, and CRM-adjacent workflows
- Read-only tools in pilot; writes only after supervisor approve
- Handle time improvement on covered intents with quality sampling
- Incident and override metrics in the same dashboard as cost
1 to 2 week assessment
Portfolio prioritisation and council operating model
Medium and large programmes with many AI ideas
- Single intake scorecard and capped active pilots
- Named champions with protected time and enablement kit
- Scale / pivot / stop decisions documented per pilot
Architecture review then pilot on one squad
Platform standards and gateway routing
CTO office standardising models, logging, and cost
- Default model per task type with documented fallback
- Structured logs and eval CI on prompt or index change
- Cost per successful task visible to finance monthly
2 to 3 week review alongside build team
Security and privacy gate before production
InfoSec review of agent or RAG going live
- Control-to-artefact pack accepted by risk (diagrams, logs, evals)
- Pen test on tool endpoints, not chat UI only
- Runbook drill for disable-tools and human fallback
Workshop plus architecture review
Copilot coexistence and custom systems of record
Microsoft-centric enterprises with M365 Copilot licensed
- Channel matrix: Copilot vs custom app vs human queue
- Custom work scoped to CRM/ITSM writes and cite-only corpora
- Aligned retention and safety rules across channels
Proof, not promises
Use Start here to pick a path, then browse worked examples for agents, HITL approval, observability, RAG, and orchestration, or read types of work. For broader operating system work, The Ops Toolbox covers diagnostics and scale-up playbooks.
Next step
Talk about your next pilot
Patterns, metrics, and runnable demos for architecture reviews and pilots, from The Ops Toolbox.
Prefer the web form? The Ops Toolbox.
- One workflow, clear metrics
- Your cloud, your keys
- Written handoff, not dependency