Frequently Asked Questions
What Whitehot does, who we work with, how we engage, and how we compare to the alternatives.
About Whitehot
What is Whitehot?
Whitehot is a Melbourne-based consulting firm working with mid-tier Australian businesses across four practice areas: AI, Marketing, Technology, and Transformation. The firm combines enterprise methodology depth with mid-market speed and cost, using frontier AI tooling to compress what would traditionally take quarters into weeks. Whitehot operates as the third option for businesses that find tier-one consultancies too slow and too expensive, but need more strategic depth than a specialist boutique or agency can offer.
Where is Whitehot based?
Whitehot is based in Melbourne, Victoria. The firm works with clients across Australia and internationally where the engagement fits.
Who is the founder of Whitehot?
Whitehot was founded by Nathan Reeve, who brings 25+ years of enterprise experience from Telstra, NAB, The Good Guys, Origin Energy, University of Melbourne, and Mercer. The operational discipline and regulated-industry experience driving the firm's methodology come from Nathan personally.
Is Whitehot Australian-owned?
Yes. Whitehot is Australian-owned and operated from Melbourne, Victoria.
What does Whitehot stand for as a firm?
Whitehot exists to give mid-tier Australian businesses a credible third option: enterprise-grade methodology and AI fluency, delivered at mid-market speed and cost, without the tier-one consultancy markup. Every deliverable is operational rather than theoretical, built to be defensible to a board, an auditor, or the next operator who has to live with it.
Who Whitehot serves
What size businesses does Whitehot work with?
Whitehot's core focus is mid-tier Australian businesses, typically large enough to need structured methodology and defensible artefacts, but small enough to be poorly served by tier-one consultancies. The firm also engages with larger enterprises on specific workstreams where independent advisory or rapid execution is more valuable than scale of headcount.
What industries does Whitehot cover?
Whitehot is industry-agnostic with particular depth in regulated environments: financial services (APRA, ASIC, CPS 234, CPS 230), telecommunications, energy (AESCSF), retail and franchise, professional services, and higher education. The founder's 25+ years across Telstra, NAB, The Good Guys, Origin Energy, University of Melbourne and Mercer means the firm can move quickly in environments where compliance and audit defensibility matter as much as the outcome itself.
Does Whitehot work internationally?
Yes. Whitehot's Multilingual and International practice supports cross-border programs, with experience designing for multiple languages and cultural contexts. Most engagements are delivered from Melbourne, with international travel for clients where the work requires it.
Does Whitehot work with regulated industries?
Yes. Regulated industries are a particular strength. Whitehot has direct operational experience across APRA, ASIC, OAIC, TGA, AESCSF, and PCI environments, plus the documentation and evidence frameworks that pass audit. Compliance pressure is treated as a design constraint at the start of an engagement, not a problem discovered at the end.
Services
What services does Whitehot offer?
Whitehot offers 24 services across four practice areas. AI: Prototype and Product, Selection and Orchestration, Implement and Train, Testing and Readiness, KPIs and ROI. Marketing: Strategy and Brand, Design and Devices, Search and Social, Promote and Campaign, Research and Analysis, Compliance and Regulation, Multilingual and International. Technology: Data and Intelligence, Enterprise and Architecture, Projects and Implementation, Cloud and Networks, Cybersecurity and Risk, Payments and Fulfilment. Transformation: Business and Capability, Change and Adapt, Customer and Experience, Merge and Integrate, Culture and Leadership, Value and Acceleration. Each service is structured around defined deliverables defensible to a board, an auditor, and the team operating them after the engagement ends.
What's the difference between Whitehot's four pillars?
The four pillars address different stages of the value chain. AI is about deploying and orchestrating frontier intelligence inside the business: tool selection, model training, testing, ROI measurement. Marketing covers strategy, brand, demand generation, and content in regulated and unregulated channels. Technology is the systems layer: architecture, data, delivery, cloud, security, payments, and prototyping. Transformation handles the human and organisational work that makes the rest stick: change, customer experience, M&A integration, leadership, and value acceleration. Most engagements draw from more than one pillar because real problems rarely respect organisational silos.
Does Whitehot do AI consulting?
Yes. AI is one of Whitehot's four pillars and includes vendor-neutral tool selection, multi-vendor orchestration design, RAG and fine-tuning implementation, AI testing and red-teaming, and ROI measurement frameworks. The approach combines frontier AI tooling with senior consulting judgement: the model selection and the methodology are both interrogated.
Does Whitehot do marketing?
Yes. Whitehot's Marketing pillar covers brand strategy, design across every device and channel, search and social (including generative engine optimisation), campaign creation, market research, regulated-industry compliance content, and multilingual and international programs. The work blends AI acceleration with the human judgement regulated content requires.
Does Whitehot do M&A integration?
Yes. Whitehot's Merge and Integrate service covers technology due diligence, Day One readiness planning, integration management office services, systems consolidation, brand transition strategy, and cultural integration. The work treats M&A integration as 20 percent technology and 80 percent everything else: the technical work is straightforward, what determines deal value is the human and operational integration.
Does Whitehot deliver change management?
Yes. Whitehot's Change and Adapt service delivers structured organisational change management built on Prosci-aligned methodology, including stakeholder mapping, change impact assessments, resistance management playbooks, and change readiness dashboards. Prosci's research consistently shows projects with excellent change management are six times more likely to meet objectives.
AI approach
What's Whitehot's approach to AI?
Whitehot treats AI as the substrate that makes operational compression possible, not as a separate product. Frontier models are used to compress diagnostic and execution work that traditionally absorbed quarters of analyst time, freeing senior judgement for the decisions that matter. The firm is vendor-neutral on platforms (no AI vendor partnerships or referral incentives) and recommends only what is optimal for the client's context, including open-source and sovereign Australian alternatives where they fit.
Does Whitehot recommend specific AI tools or platforms?
Yes, but only after assessing the client's specific context. Whitehot has no AI vendor partnerships, no referral incentives, and no legacy allegiances. Recommendations are made against the client's workflows, data architecture, growth priorities and Australian compliance obligations: enterprise platforms, specialist solutions, open-source models, or sovereign Australian alternatives, whichever combination is optimal for the outcome.
How does Whitehot handle AI safety and testing?
AI Testing and Readiness is one of Whitehot's services. The methodology includes targeted red teaming based on actual customer interactions, output gating that automatically routes high-risk responses for human oversight, and edge-case validation drawn from the client's business reality rather than generic benchmarks. For regulated environments, evidence packs are produced that an assessor, an insurance broker, or a regulator can verify.
Does Whitehot do RAG, fine-tuning and knowledge base implementation?
Yes. Whitehot's Implement and Train service covers retrieval-augmented generation rollouts, fine-tuning projects, vector database setup, embedding pipelines, document ingestion, and the architecture choices that determine retrieval accuracy in production. The focus is grounding AI in the client's own knowledge so the model's responses are domain-specific and defensible.
Is Whitehot vendor-neutral on AI?
Yes. Whitehot has no AI platform partnerships, no referral fees, and no incentives that would steer a recommendation. The only allegiance is to the client's strategic outcomes. This independence is a core part of the Selection and Orchestration service positioning.
How does Whitehot measure AI ROI?
Whitehot's KPIs and ROI service builds measurement frameworks tied directly to the commercial outcomes that drive the P&L: revenue growth, cost efficiency, customer experience, speed to market, margin improvement. The firm avoids vanity metrics and activity dashboards in favour of measures the CFO and board can defend. From the first day of every engagement, KPIs are built into the design rather than retrofitted.
Engagement
How do I engage Whitehot?
Email info@whitehot.ai with a brief description of the work and we'll respond to set up an initial conversation. Each service page also has a 'Get in touch' link that prefills the subject line and a starter message.
What does a typical engagement look like?
Engagements begin with a discovery conversation to understand the business context and the outcome you need. From there, Whitehot scopes the work into a defined engagement with clear deliverables and accountability. Most engagements draw on more than one of the firm's four pillars because real problems rarely respect organisational silos.
How does Whitehot charge?
Pricing depends on the engagement type. Whitehot works across per-hour consulting, fixed-rate projects, statement-of-work engagements, commission structures, retainers, and course enrolment fees. The right model is established during the initial scoping conversation based on the nature of the work, the level of certainty around scope, and how you prefer to structure the commercial relationship.
What's the typical project duration?
Duration depends on the engagement type. A focused advisory piece might run for days. A discovery phase for a complex transformation might take weeks. A change management or implementation program could span months. A retainer can run continuously. The scoping conversation establishes a realistic timeline against the outcome you need, rather than pre-committing to a duration that fits the brochure.
Does Whitehot do fixed-price work?
Yes. Fixed-price engagements work well where scope is clear and outcomes are measurable. For more complex work where scope cannot be fully defined upfront, Whitehot will typically propose a discovery phase first, which produces the scope, deliverables, timeline and price for the main engagement. This protects both sides from the most common cause of fixed-price disputes: starting on assumptions rather than facts.
Positioning
How is Whitehot different from a big-four consultancy?
Big-four firms bring methodology depth and headcount, but at tier-one rates with timelines measured in quarters. Whitehot delivers comparable methodology depth at mid-market speed and cost. Senior people do the senior work rather than handing it to junior analysts at tier-one billing rates. The methodology has been stress-tested in the same regulated environments big-four firms cite as credentials, but the engagement model is built for businesses that need outcomes in weeks rather than months.
How is Whitehot different from a marketing agency?
Most marketing agencies are creative-first and strategy-light. Whitehot is strategy-first with creative built around evidence: market positioning grounded in research, brand identity engineered to work across channel and format, content production accelerated by frontier AI but assured by human review for regulated industries. The deliverables are board-defensible, not just well-designed.
How is Whitehot different from a tech systems integrator?
Systems integrators build the technology. Whitehot designs the system: architecture, vendor selection, integration strategy, change management, and value measurement, then provides senior oversight while the build happens. The work is technology-fluent without being technology-vendor-aligned, which matters when the integrator and the strategist have different incentives.
Training and courses
Does Whitehot run AI training?
Yes. Whitehot's Business and Capability service delivers hands-on AI training for business building. The programs cover off-site intensives and on-site hackathons designed to move teams from AI curiosity to AI fluency in days rather than quarters.
Who is the training for?
Business and Capability programs are designed for individuals, entrepreneurs, and corporate teams. The format is hands-on rather than presentation-led: participants leave with working AI artefacts, not slides.
Do you train teams on-site?
Yes. Whitehot runs both off-site intensives at Melbourne venues and on-site hackathons at client premises across Australia. The on-site format is particularly effective for corporate teams who need to anchor the new capability inside their own systems and workflows.