Management Consulting Expert (AI Model Evaluation) at Huzzle.com, Remote, £70-£90 per hour

Contract · Fully remote · £70–90/h

ROLE OVERVIEW

• Huzzle is seeking management consultants to test how well frontier AI systems handle real commercial analysis, and to document where they fall short.

• You will not be producing client work. You will be finding the point at which an AI system stops being reliable at it, and proving that point objectively.

• Each submission has three parts: a realistic commercial request, documented evidence of where the model failed it, and a scoring rubric that lets any reviewer grade a future attempt consistently.

• Full training and worked examples are provided. Prior AI or data-annotation experience is not required.

KEY RESPONSIBILITIES

• Design realistic commercial tasks of the kind a client actually commissions: market sizing, competitor and pricing benchmarking, commercial due diligence, operating model review, business cases, board-ready readouts.

• Ensure each task requires live research against primary sources — filings, published pricing, regulator and industry publications, company disclosures — plus multi-step analysis and an actual file deliverable. Typically a slide deck or Excel model, but also memos, PDFs and CSVs.

• Test each task against a frontier AI model and examine its output with the scrutiny you would apply to work going to a client.

• Document exactly where and how it failed: figures asserted without a traceable source, sources cited that do not contain the claim, synthesis that flattens a genuine trade-off, frameworks applied generically without adaptation, decks that are prose rather than a real file, requirements silently dropped.

• Author scoring rubrics with sourced, objective criteria that another consultant could apply without repeating your research.

• Escalate task difficulty where the model succeeds, until a genuine gap is exposed.

EXAMPLE OF THE WORK

A task you might build: Size the UK public EV charging market for 2026 and build a 10-slide readout comparing the five largest operators on network size, pricing and regional coverage. Cite a source for every figure.

What the model got wrong: quoted a market size figure that appears nowhere in the source it cited; gave two operators' network sizes that contradicted those companies' own published numbers; returned a text outline instead of an actual slide file.

A line from your rubric: +3 — Every market size figure appears in the source cited for it.

IDEAL QUALIFICATIONS

• 3+ years in management consulting, corporate strategy, commercial due diligence or market research.

• Demonstrated ability to build a quantified argument from primary sources, not only to present one.

• Strong Excel and slide craft. You build the analysis; you do not only review it.

• The instinct to verify a figure against its source rather than accept it.

• Excellent written English and unusual precision with detail.

• 15–25 hours per week availability.

• Strategy house, Big Four, boutique or in-house strategy backgrounds all welcome. An MBA is a plus, not a requirement.

CONTRACT TERMS

• You will be engaged as an independent contractor.

• Fully remote, completed on your own schedule.

• The engagement may be extended, shortened or concluded early depending on programme needs and performance.

ABOUT HUZZLE

Huzzle partners with leading AI organisations to evaluate and improve frontier models using deep human expertise. Contributors work directly on the assessment of advanced AI systems in their own field, are paid competitively, and help define the standards by which those systems are measured.