Darwin

Get the evidence you need to make a better decision.

Reach customers, domain experts, testers, and data providers; run structured research; preserve disagreements; and return findings with clear provenance and limits.

Data & AI work

Find data, participants, labelers, and testers for a clear job—then check quality before you commit.

Label a set of product photos

Find a team to label 25,000 product photos using this guide. Start with a paid test, check accuracy, and agree on timing, review, corrections, privacy, and price.

Labeling guide.pdfStart this goal

Collect everyday phone photos

Recruit people who match these locations and phone types to contribute consented photos for the listed situations. Set clear instructions, payment, privacy, quality checks, and replacement rules.

Start this goal

Transcribe customer calls

Find a secure transcription service for 300 hours of calls. Test a sample first, then compare accuracy, speaker labels, turnaround, data handling, corrections, and cost.

Start this goal

Translate a training set

Find native speakers to translate and review this dataset in five languages. Run a small test, agree on style and hard terms, and measure quality before scaling.

Translation sample.csvStart this goal

Recruit people to test my app

Find 30 people who match these user profiles. Have them complete the key tasks, record where they struggle, and deliver clear notes with consent and payment handled.

Tester profiles.pdfStart this goal

Test whether my chatbot is helpful

Find people who regularly do these tasks and have them try the chatbot on realistic questions. Score usefulness, accuracy, tone, and what they would do next.

Start this goal

Find a dataset I can legally use

Find datasets that cover these places and categories and allow commercial AI use. Compare source, coverage, quality, update schedule, restrictions, and total license price.

Data needs.pdfStart this goal

Have experts write test questions

Find qualified professionals to write difficult test questions for this model. Check credentials, pay for a sample, require independent review, and secure the rights to use the final set.

Start this goal

Collect speech from real environments

Recruit consented speakers across these accents, ages, devices, and noise levels. Compare partners on participant quality, recording checks, transcription, privacy, and accepted-minute cost.

Start this goal

Clean up a messy customer list

Find a service to merge duplicates, standardize fields, and flag uncertain records in this customer list. Test a copy first and agree on security, review, and error correction.

Field guide.xlsxStart this goal

Create rare examples safely

Find a team that can create realistic examples of these rare situations without copying private data. Require a sample and a simple check that the examples improve the model.

Start this goal

Try to break my AI feature

Find independent testers who understand this kind of product. Give them the allowed scope, have them look for harmful or unreliable behavior, and return reproducible findings.

Start this goal

Compare two model answers

Recruit qualified reviewers to compare answers from two models on real tasks. Hide which model produced each answer and capture the reason behind every choice.

Start this goal

Run a quick audience survey

Recruit 500 people who match this audience and ask these questions without leading them. Check response quality and return results by the agreed groups.

Survey draft.pdfStart this goal

Fill a missing data category

We need 8,000 more accepted examples of this category within four weeks. Find the best mix of licensed data, new collection, and human review that meets the quality bar and budget.

Start this goal

Customers & feedback

Reach the right people, ask useful questions, and bring back patterns without losing the details.

Talk to people who stopped buying

Reach customers who left in the last three months. Ask what changed, what they tried, and what would have made a difference, then group the answers without smoothing over disagreements.

Start this goal

Test a new product idea

Show this idea to people who match the intended customer. Ask what they think it does before explaining it, then explore usefulness, confusion, trust, and what they would do next.

Product concept.pngStart this goal

Learn what people will pay for

Talk to people who already pay for a similar solution. Learn how they judge value, what budget it competes with, and when the price would change their decision.

Start this goal

Understand why deals were lost

Ask recent non-buyers for a private, neutral conversation. Separate product concerns, price, timing, trust, process, and internal reasons, and preserve their own words.

Start this goal

Watch how people do the task

Find people who do this task every week. Have them walk through a recent example and capture the tools, handoffs, workarounds, delays, and moments that feel risky.

Research questions.pdfStart this goal

Find beta testers

Recruit 20 people who match these customer profiles. Explain the test, confirm consent and payment, schedule the sessions, and replace anyone who does not actually qualify.

Customer profiles.pdfStart this goal

Improve a confusing website

Ask first-time visitors to find pricing, understand the product, and take the main action without help. Bring back where they hesitate, what they expect, and the words they use.

Start this goal

Learn from support conversations

Talk with customers who had recent support issues. Understand the original problem, effort required, quality of the response, remaining concern, and what a good recovery would look like.

Start this goal

Compare happy and unhappy customers

Interview an equal mix of very satisfied and dissatisfied customers with the same core questions. Show what differs in expectations, use, results, service, and trust.

Start this goal

Plan better onboarding

Talk to new customers from their first week. Find the moments where they felt clear, stuck, or uncertain, and ask what information or help would have changed the experience.

Start this goal

Learn from power users

Find customers who get unusually strong results. Ask what they do differently, which features matter, what they ignore, and what advice they would give a new user.

Start this goal

Understand a new market

Talk to potential customers in this country before we launch. Learn how they solve the problem now, who they trust, what feels unfamiliar, and what local needs we might miss.

Start this goal

Get feedback on packaging

Show these packaging options to likely buyers. Ask what they think the product is, who it is for, what feels trustworthy, and which details affect their choice.

Packaging options.jpgStart this goal

Run a customer roundtable

Bring together six customers with different experiences. Keep the conversation balanced around these decisions and capture both common needs and meaningful disagreement.

Start this goal

Collect stories for a case study

Interview customers about the problem, what they tried, why they chose us, what changed, and what evidence supports the result. Ask permission before using any quote.

Start this goal

Experts & advice

Find people with relevant experience, arrange the conversation, and compare different points of view.

Pressure-test a business idea

Find three people who have built or bought something similar. Share this short idea, ask what looks strong or weak, and compare what each would test before spending more.

Idea brief.pdfStart this goal

Get a renovation plan reviewed

Find experienced renovators who can review this plan before I hire a contractor. Ask about hidden costs, sequencing, permits, materials, and the questions I should raise.

Renovation plan.pdfStart this goal

Talk to someone in my dream job

Find people doing this role in a few different kinds of companies. Ask about the real work, how they got there, tradeoffs, useful skills, and what beginners often misunderstand.

Start this goal

Review a technical decision

Find engineers who have used both approaches at a similar scale. Give them our actual limits and ask what they would choose, why, and what would change the answer.

Technical decision.pdfStart this goal

Learn from experienced parents

Find parents who have handled this school transition in similar circumstances. Ask what helped, what surprised them, and which questions were most useful for teachers and administrators.

Start this goal

Plan a better trip with locals

Find local guides who understand our interests, pace, and accessibility needs. Ask each for a realistic plan and compare what they recommend, avoid, and book early.

Start this goal

Understand a new industry

Find people who have worked across this industry as operators, buyers, and suppliers. Ask how money moves, what customers care about, and where newcomers usually get the market wrong.

Start this goal

Review scientific claims

Find researchers with relevant but different expertise. Ask them to review these claims, explain the strength of the evidence, disclose conflicts, and show where reasonable experts disagree.

Evidence packet.pdfStart this goal

Get advice before a negotiation

Find people who have negotiated this kind of agreement. Share the non-confidential terms and ask about leverage, common traps, fair tradeoffs, and when to walk away.

Start this goal

Talk to former buyers

Find people who previously bought and used this kind of product. Ask what sales teams tend to hide, what created value, what failed later, and how they would choose now.

Start this goal

Plan for a supply problem

Find people who have managed similar shortages. Ask them to review our backup plan, point out hidden dependencies, and name the signals that should trigger a change.

Start this goal

Find a crisis advisor quickly

Find an experienced communications advisor who can speak in the next two hours. Share only this approved summary and compare immediate advice, conflicts, availability, and fee.

Approved summary.pdfStart this goal

Compare three expert opinions

Ask three qualified experts the same five questions. Return where they agree, where they differ, the evidence behind each view, and what information would resolve the disagreement.

Start this goal

Review a market before entering

Find local operators, customers, and policy experts in this market. Ask what could block adoption, what must be adapted, and which assumptions need a real-world test.

Start this goal

Build a small advisory group

Find four advisors whose experience fills different gaps for our team. Check interest, conflicts, working style, time, compensation, and what each relationship should actually accomplish.

Start this goal