Skill rating

Cut software and services spend through seat-utilisation analysis, redundant-tool detection, and renewal-timing leverage. Use when auditing SaaS spend, preparing a renewal negotiation, or hunting a bu

Score a pitch deck's structure and content against YC, Sequoia, and a16z heuristics. Use before sending a deck to investors, practicing a pitch, or reviewing a seed or Series A fundraising deck.

Designs and runs an employee advocacy programme: who posts what and how often, review rules, and what is never scripted. Use when getting a team posting, writing an advocacy policy, or fixing a progra

Audits and rewrites a LinkedIn profile from pasted text: headline, About, experience, skills, Featured, banner and photo. Use when reviewing a profile, fixing a headline or About, or preparing a profi

Interviews a person to surface what they actually have to say, and keeps the answers in a local story bank file that later LinkedIn drafts draw on. Use when someone has never posted, when drafts keep

Builds LLM and agent evals: weighted rubrics, LLM-as-judge design, inter-rater agreement and pairwise ranking (Elo, Bradley-Terry) from scores you collect. Use when setting up a judge, scoring outputs

Build and audit the plan for one iteration: goal, real capacity, commit vs stretch, dependencies, risks and definition of done. Use when planning the next sprint or auditing a plan for a team that kee

FDA Quality System Regulation (21 CFR 820 / QMSR) audit-prep playbook for medical devices. Use when an FDA inspection is announced, when preparing for the new QMSR (2026), or when a 483 / Warning Lett

Recommend a reasoning-effort level or thinking budget for an LLM task, or a cheaper model plus a better prompt, and split effort across agent-loop phases. Use when tuning reasoning vs cost or latency,

Categorize invoices and receipts by vendor, expense, and tax bucket, detect duplicates, and produce a tax-ready monthly summary. Use during bookkeeping, tax prep, or expense reimbursement.

Write an 8-section product requirements document, framing the problem before the solution. Use when specifying a new product or a large feature that needs engineering, design and business aligned on o

Data-driven sprint retrospectives from git history — velocity, cycle/lead time, contributor insights, and churn hotspots. Use to run a retrospective, analyze team velocity or throughput, or generate a

Builds a weekly or monthly LinkedIn publishing plan from content pillars, a posting cadence and a format mix, with a founder-oriented pillar set as an alternative to the general one. Use when planning

Design strategic partnerships — technology, channel, co-marketing — and the programs that scale them. Use when evaluating a partner, picking a partnership type, designing a partner program, structurin

Analyze meeting transcripts to extract decisions, action items, owners, due dates, open questions, and risks. Use after recorded meetings, sales calls, customer interviews, or planning sessions, or to

Chart work too big for one sprint as a map of decision tickets, resolve them in dependency order, then turn answers into tracer-bullet tickets. Use when the route is unclear, open questions block each

Design a delivery team's communication system — channel routing, meeting-load reduction, status structure, escalation SLAs, timezone norms. Use when the calendar is full, updates go unread, or blocker

Drafts comments on other people's LinkedIn posts that add a specific the post lacked, then gates them offline. Use when commenting on a post, engaging with a prospect or peer, or checking a comment be

Keeps a local log of LinkedIn comments you left, records who replied, and reports follow-ups due, overdue, or dead. Use when logging a comment, checking which threads need an answer, or reviewing repl

Strategic advisory for climate-tech founders on carbon markets, GHG accounting, climate regulation, and funding. Use when scoping a climate-tech idea or picking a category, or mentioning climate, carb

Qualify and prioritize sales leads against an ICP, score lead lists, and draft personalized outreach hooks. Use when building a target account list, qualifying inbound leads, prepping for outreach, or

GDPR audit-prep playbook: sprint to prepare for a supervisory authority inquiry, DPA audit, or internal review. Use when an audit is scheduled, when readiness gaps surface, or when ROPA (Records of Pr

Strategic advisory for two-sided marketplace founders on chicken-and-egg, take rates, liquidity, and network effects. Use when scoping a marketplace idea or scoring health, or mentioning marketplace,

Headcount and delivery-capacity planning — effective capacity from raw headcount, hire/contract/defer scenarios, and capacity-vs-commitment gap reports. Use when planning a quarter, sizing a hiring as

Strategic advisory for digital health founders on HIPAA scope, FDA SaMD classification, EHR integration, and payor/provider GTM. Use when scoping a healthtech idea, classifying PHI, or mentioning HIPA

Designs multi-agent workflow DAGs (routing, hand-offs, state, retries) and validates and costs them before build. Use when planning a pipeline of specialised agents, fan-out/fan-in, or a lead with sub

Decides when a GUI-driving (computer-use) agent beats an API and lints planned screen actions for missing confirmation, verification and grounding. Use when designing a computer-use agent or reviewing

Feature flag strategy, lifecycle, and operations. Use when designing a flag taxonomy, planning a gradual rollout, building kill switches, auditing flag debt, defining governance, running progressive d

Generate one-page meeting briefings from structured input (attendees, prior context, decisions needed). Use before customer calls, board meetings, or 1:1s to prepare a pre-read or briefing.

Tailor a resume to a job description by extracting keywords, scoring match, and rewriting bullets for impact. Use when applying to a role, optimizing for ATS keyword match, or customizing a cover lett

Turn a week's wins, learnings, blockers and OKR progress, gathered by hand from your calendar, tasks and journal, into a structured review with next-week priorities. Use for a Friday/Sunday weekly rev

Builds and audits a go-to-market plan: beachhead, motion matched to ACV, funded channels, tested messaging, owned metrics and a T-90 launch sequence. Use when launching a product, entering a segment o

Drafts LinkedIn posts from a brief: picks an angle and opening pattern the author's real material supports, structures the body, and gates the draft before it is pasted. Use when writing a post, choos

Strategic advisory for e-commerce founders on unit economics, fulfillment models, payments, and channel strategy. Use when evaluating an ecommerce idea or modeling unit economics, or mentioning DTC, S

Plan, sequence, and pressure-test internal announcements before they send. Use when announcing a reorg, policy, or product change, drafting an all-hands or exec update, or deciding who hears what and

Map, measure and improve business processes — SIPOC and swimlane capture, cycle-time and bottleneck analysis, handoff diagnosis, and a payback-ranked improvement backlog. Use when a process is slow, e

Applied statistics for business and product questions — test selection, assumption checks, power planning, effect sizes with intervals, multiplicity correction. Use when interpreting an experiment, si

Design AWS serverless architectures for startups with IaC. Use when designing serverless architecture, writing CloudFormation, optimizing AWS costs, setting up CI/CD, or migrating to AWS across Lambda

Decides batch vs realtime for bulk LLM work, prices both, and plans chunking, idempotency keys and partial-failure retries. Use when running evals, backfills, embeddings or bulk extraction through a p

Build company, product and landing sites that do not look generic: one system, plain copy, real imagery, restrained motion, a static finish gate. Use when building, restyling or reviewing a marketing

Review SQL queries for index and scan problems, document schemas from DDL, and generate migrations with rollback and destructive-change flags. Use when tuning a query, documenting a schema, or diffing

Classify a batch of emails into action categories (reply now, reply later, archive, delete, unsubscribe) and surface unsubscribe candidates. Use after a busy week, running inbox zero, or triaging emai

Runs multi-project programs: charters, governance, cross-project dependencies, benefits tracking and steering-committee reporting. Use when standing up a program, tracking its milestones and people, o

Simulated buyer panel: deal reproducible persona cards, run one agent per buyer, tally buy rates, objections and price corridors. Use when asking "would people buy this", pre-testing a pitch, or findi

Strategic advisory for proptech founders on real-estate segments, MLS/brokerage models, licensing, and business models. Use when scoping a proptech idea or when the user mentions proptech, MLS, broker

Channel economics: design and analyze the financial structure of go-to-market channels. Use when picking a channel mix, modeling partner margin or TCO, designing partner tiers and rebates, or analyzin

Commercial policy: the governance framework defining what terms sales can offer and what triggers approval. Use when authoring a policy charter, defining discount/payment/liability rules, auditing dea

Audit and repair an internal knowledge base — staleness, ownership gaps, orphans, duplication, and findability. Use when the wiki is untrusted, docs are out of date, nobody owns pages, or search retur

Analytics engineering across data modeling, dbt, transformation, and semantic layers. Use when building dbt models, designing star schemas, writing staging or mart SQL, configuring data tests, or opti

Review Snowflake SQL for pruning and join problems, size warehouses and cut credit spend. Use when a Snowflake query is slow or expensive, or when sizing or reviewing warehouses.