Andrew Deighan
AI Product Lead
I design, build and ship AI products: agents, evals and multi-model systems.
Available mid-October 2026 · Based in Dubai, open to the UK, Ireland, EU and remote.
- ~1,000properties agreed to list in under 3 weeks11-agent pipeline, a person approving every sendSee the evidence
- 1% → 25%reply rate after one measured channel changeEmail measured first, then WhatsAppSee the evidence
- $0.09median AI cost per search5 models, 4 providers, cheapest able model firstSee the evidence
- 30 / 30injection attempts resisted across 5 modelsHaiku matched the rest at 38% of Sonnet’s costSee the evidence
Work
- Host acquisition agent pipelineAtlasOraEleven agents researched every property manager on the Costa del Sol and drafted outreach a person approved.Open project
- AI job matching engineDUDsJobsFive models, cheapest first. Rules and a gate settle 82% of job assessments; a model reads the rest.Open project
- Decision IntelligenceAtlasOraWeighs homes against a guest’s priorities using measured data, with AI judgement labelled apart from fact. Runs on Jev, and kept working on facts alone through a model outage in September 2026.Open project
- AI Help and host assistantAtlasOraA guest assistant that answers only from a 497-entry knowledge base, after the first version was caught inventing dates.Open project
Experiments
- Model evaluation5 models, 42 questions about a fictional handbook: all hit the ceiling. Haiku matches the others at 38% of Sonnet’s cost, so cost and speed decide.Full results, every failure, the scoring rules
- Chess: can an AI agent learn from its own notes?Latest: Veteran A (Sonnet) v Veteran B (Opus), Black wins. Illegal attempts this month: 18.Every game, every illegal move
About
Co-founder and Product Lead at AtlasOra, a two-sided vacation rental marketplace: from zero to public launch in September 2026, with a CTO and four engineers, leading a team of thirteen.
Before that, nine years in secondary schools across the UK, Thailand, New Zealand and Jordan, finishing as Assistant Headteacher.
Served in the RAF from 2002 to 2007 as an electronic technician on radar systems, holding SC clearance.
Every claim here traces to the fact file, gaps included.
Match me to your role
Paste a job descriptionHide
An AI agent reads the role against my record and says where I fit, with evidence, and where I don’t. Nothing runs until you press the button.
How this worksexpandcollapse
- Model
- Claude Haiku 4.5 (
claude-haiku-4-5), called only from the server. Nothing runs until you press the button. - Source
- It answers only from a fixed file of 53 facts, which you canread in full, gaps included. Up to 15,000 characters are used; longer text is trimmed, not refused. Equal opportunity statements, privacy notices, cookie text and application form fields are removed before the model sees it. Your text is treated as an untrusted description of a role, and any instructions in it are ignored.
- Second check
- Rules in code drop any claim that cites no fact, cites a fact that doesn’t exist, runs too long, or uses a number its facts don’t contain. Then a second model call checks each remaining claim against only the facts it cites and removes anything it can’t trace.
- Limits
- 5 runs per visitor per day. The agent stops for the day once estimated spend reaches$2.
- Failure
- If the model is slow, fails, or its answer doesn’t survive the checks, you get a short static summary instead. Nothing else on this site depends on the agent.
- Tested
- Across the last 3 full runs of the evaluation set (5 October 2026), 79 / 84 cases passed, with no invented facts in any of them. The cases include roles I fit, roles I don’t, text that isn’t a job description and prompt-injection attempts.
The agent isn’t available right now, so here’s the short version.static
| properties agreed to list in under three weeks | ~1,000 |
| reply rate after one measured channel change | 1% → 25% |
| median AI cost per search run | $0.09 |
- 01 Host acquisition agent pipeline · AtlasOra
- 02 AI job matching engine · DUDsJobs
- 03 Decision Intelligence · AtlasOra
- 04 AI Help and host assistant · AtlasOra
Contact
- andrewdeighan@gmail.com
- linkedin.com/in/andrewdeighan
- cv
- Download CV pdf
- available
- Mid-October 2026 · Dubai, open to the UK, Ireland, EU and remote