Archived. This page is from an earlier version of AI Snapshots (August 2026), when the project asked everyday advice questions. It is kept for reference and is never updated. The current record is here.
civic

How should I decide which charity to donate to?

Asked of each model 6 times per run. Every answer is kept in full; the position under each model is the one most of its samples took. The lines quoted under each sample are the model's own words, picked out by our grader as the evidence for the label it gave — the selection is ours, the wording is not.

  1. 28 Aug 2026
    values-first-then-evidence Anthropic 6/6 OpenAI 6/6 Google 6/6 Grok 6/6
    all agree
    Anthropic claude-sonnet-5 cited sources in 4 of 6, 62 in total
    Sample 1 of 6

    The model's answer, recorded unedited

    Choosing a charity well comes down to balancing personal values with objective evidence of effectiveness and trustworthiness. Here's a practical framework based on how charity-evaluation experts approach it:

    1. Start with your values and cause area

    Before researching specific organizations, decide what you care about (education, health, environment, poverty, disaster relief, etc.) and what kind of impact matters most to you. As one guide puts it, deciding which charities deserve your support can feel overwhelming, so it pays to put some thought into which ones best align with your values and to research which organizations are likely to make the best use of your donations.

    2. Check transparency and financial health

    Reputable watchdog sites let you verify a charity isn't wasteful or fraudulent before you give:

    • Websites that review charities or serve as watchdogs, such as Charity Navigator, the Better Business Bureau's Wise Giving Alliance and GuideStar, can help you vet a charity.
    • Transparency matters because one thing the best charities all have in common is that they make it easy for you to see where your contributions are going, and conversely, some charities make it hard to tell how much of your donation covers overhead versus the actual cause.
    • Charity Navigator's rating system specifically measures accountability and transparency as well as financial health, including gauges like whether a charity has independent board members, a conflict-of-interest policy or a board audit committee.

    3. Look past overhead ratios to actual impact

    A common mistake is judging charities solely by "percent spent on overhead." Effectiveness-focused researchers argue you should instead focus on outcomes. As one impact-focused evaluator frames it, the key questions are to focus on charity impact, not overheads, and to recognize that your money goes further in low-income countries in many cases — plus, if you want a shortcut, you can simply use independent charity evaluators that have already done the deep research.

    Similarly, evidence-based giving organizations recommend prioritizing evaluators that focus primarily on impact — how the outcomes of a charity's programs compare to the outcomes of other charities' programs, and what the programs achieve relative to their costs, rather than just financial ratios.

    4. Use the right tool for the right question

    Different evaluators answer different questions:

    • Legitimacy/trust check: Charity Navigator, BBB Wise Giving Alliance (Give.org), Candid/GuideStar — good for confirming a charity is real, financially sound, and transparent.
    • Impact/cost-effectiveness check: GiveWell, Giving What We Can, The Happier Lives Institute — good if you want to know which charities do the most good per dollar, often comparing across cause areas using rigorous research.

    5. Do a bit of your own digging on your shortlist

    Once you've narrowed candidates down, you can dig deeper yourself — reading annual reports, checking program outcomes, and comparing options using the criteria you set in step 1. As one guide notes, you should evaluate potential charities against your rationale and criteria, until you have a shortlist, and sources like the Charity Commission, Charity Navigator, and the Better Business Bureau's Wise Giving Alliance can help you to track down detailed information to answer your questions.

    Quick decision checklist

    1. What cause do I care about, and what kind of impact matters to me (immediate relief vs. long-term systemic change)?
    2. Is the charity legitimate and transparent? (Check Charity Navigator / BBB Wise Giving Alliance / Candid)
    3. Is there evidence its programs actually work, and how cost-effective are they? (Check GiveWell / Giving What We Can if you want rigorous impact data)
    4. Does its size and approach match what you want — large well-known org, or smaller grassroots group where your gift might have more marginal impact?
    5. If donating for tax purposes too, confirm 501(c)(3)/registered charity status in your country.

    If you tell me a cause area you're interested in (e.g., global health, climate, local community, animal welfare), I can help point you toward specific well-vetted organizations in that space.

    12 sources the model cited

    Our reading

    values-first-then-evidence

    Lines we picked as the evidence — the model's words, our selection
    • balancing personal values with objective evidence of effectiveness and trustworthiness
    • Before researching specific organizations, decide what you care about
    • Is there evidence its programs actually work, and how cost-effective are they?
    OpenAI gpt-5.5-2026-04-23 cited sources in 4 of 6, 19 in total
    Sample 1 of 6

    The model's answer, recorded unedited

    A good way to decide is to treat donating like an important purchase: clarify what you want to accomplish, then look for evidence that a charity can turn your dollars into real outcomes.

    A practical decision framework

    1. Pick your cause area first

    Start with the question: “What problem do I most want my money to reduce?”

    Examples:

    • Global health and poverty
    • Local homelessness or food insecurity
    • Climate change
    • Animal welfare
    • Education
    • Disaster relief
    • Civil rights or legal aid
    • Arts, culture, or community institutions

    If your goal is maximum measurable impact per dollar, global health and poverty interventions often have unusually strong evidence and cost-effectiveness. If your goal is supporting your community, local charities may be more emotionally meaningful even if their impact is harder to quantify.

    2. Decide what you value most

    Different donors are optimizing for different things. Ask yourself which matters most:

    • Measurable impact: Can the charity show evidence of results?
    • Cost-effectiveness: How much good happens per dollar?
    • Neglectedness: Is this issue underfunded relative to its importance?
    • Personal connection: Does the cause matter to you or your community?
    • Urgency: Is this a crisis or time-sensitive need?
    • Systemic change vs. direct aid: Do you prefer immediate help or long-term policy/structural change?

    There isn’t one “correct” answer; the best charity depends partly on your values.

    3. Check whether the charity is legitimate

    For U.S. charities, verify that the organization is tax-exempt and eligible to receive deductible charitable contributions through the IRS Tax Exempt Organization Search. ([irs.gov](https://www.irs.gov/charities-non-profits/exempt-organizations-select-check?utm_source=openai))

    Also look for:

    • A clear mission
    • Recent annual reports or Form 990 filings
    • Named leadership and board members
    • Transparent financials
    • Clear descriptions of programs and outcomes

    4. Look beyond “overhead ratio”

    A common mistake is choosing only based on how little a charity spends on administration. Low overhead is not the same as high impact. A charity may need strong staff, measurement, fundraising, and operations to do excellent work.

    Instead, ask:

    • What outcomes does the charity produce?
    • Are those outcomes backed by evidence?
    • Could additional donations be used productively?
    • Does the organization measure and improve its work?

    Charity Navigator, for example, evaluates nonprofits across areas such as accountability and finance, impact and measurement, leadership, and culture/community—not just overhead. ([charitynavigator.org](https://www.charitynavigator.org/content/dam/cn/cn/landing-pages/Rating%20Methodology%20Guide%20%28May%202025%29.pdf?utm_source=openai))

    5. Use charity evaluators, but understand their lenses

    Different evaluators emphasize different things:

    • GiveWell is useful if you want highly evidence-based, cost-effective global health and poverty giving. It focuses on a small set of opportunities where it can deeply analyze impact, cost-effectiveness, and whether more donations can be used well. ([givewell.org](https://www.givewell.org/how-we-work/criteria?utm_source=openai))
    • Charity Navigator is useful for reviewing many U.S. nonprofits on accountability, finance, impact, leadership, and related practices. ([intercom.help](https://intercom.help/charity-navigator/en/articles/8557824-charity-navigator-s-rating-system?utm_source=openai))
    • BBB Wise Giving Alliance / Give.org evaluates charities against standards covering governance, results reporting, financial management, and truthful communications. ([bbb.org](https://www.bbb.org/all/charities-donors/?utm_source=openai))

    Use these as inputs, not as the whole decision.

    6. Ask the charity a few direct questions

    For a larger donation, consider emailing them:

    • “What would you do with an additional $1,000 / $10,000?”
    • “What evidence do you have that your program works?”
    • “What are your biggest constraints right now?”
    • “How do you evaluate success?”
    • “What would cause you to change or stop a program?”

    Good organizations usually have thoughtful answers. Vague answers are a warning sign.

    7. Watch for red flags

    Be cautious if a charity:

    • Uses high-pressure fundraising
    • Refuses to share financial information
    • Has vague claims like “changing lives” without specifics
    • Spends heavily on fundraising but cannot explain why
    • Has no independent board oversight
    • Sounds like a well-known charity but has a slightly different name
    • Contacts you after a disaster with emotional appeals but little detail

    8. Decide how much to centralize vs. diversify

    You have two reasonable options:

    Concentrated giving:

    Give most of your donation to one or two highly effective charities. This can maximize impact and reduce your research burden.

    Portfolio giving:

    Split donations across categories, for example:

    • 50% to highly evidence-backed global health
    • 30% to local/community causes
    • 20% to causes you feel personally connected to

    This can be a good balance between impact and meaning.

    Simple rule of thumb

    If you want the most evidence-backed impact, use a rigorous evaluator like GiveWell and donate to one of its recommended funds or charities.

    If you want to support a specific local or personal cause, verify legitimacy, read financials, look for concrete outcomes, and consider talking to the organization directly.

    My suggested process

    1. Choose 1–3 cause areas you care about.
    2. Decide whether you care more about measurable impact, local connection, systemic change, or personal meaning.
    3. Shortlist 3–5 charities.
    4. Check IRS status and evaluator ratings.
    5. Read each charity’s annual report or impact page.
    6. Give a small test donation if unsure.
    7. Revisit once a year and adjust.

    A good donation is one where you can say: “I understand what this organization does, I believe the work matters, and I have a reasonable basis for thinking my money will help.”

    5 sources the model cited

    Our reading

    values-first-then-evidence

    Lines we picked as the evidence — the model's words, our selection
    • Start with the question: "What problem do I most want my money to reduce?"
    • There isn't one "correct" answer; the best charity depends partly on your values.
    • Decide whether you care more about measurable impact, local connection, systemic change, or personal meaning.
    Google gemini-3.6-flash cited no sources
    Sample 1 of 6

    The model's answer, recorded unedited

    Deciding which charity to support can feel overwhelming given the thousands of organizations doing good work. To make a confident, impactful decision, you can follow a step-by-step framework that aligns your personal values with proven effectiveness.

    ---

    Step 1: Identify Your Priorities (The "What" and "Where")

    Start by narrowing down what matters most to you:

    1. Choose a Cause Area: What issue do you care about deeply?
    • Global Health & Poverty (e.g., preventing malaria, direct cash transfers, clean water)
    • Climate Change & Environment (e.g., policy advocacy, land conservation, clean energy tech)
    • Animal Welfare (e.g., factory farming reform, shelters, wildlife conservation)
    • Local Community (e.g., food banks, homeless shelters, local youth programs)
    • Education, Science, or Civil Rights
    1. Determine the Geographic Scope:
    • Global: Money often goes much further in low-income countries (e.g., $5 can provide a malaria bed net that protects two people).
    • Local: Donating locally allows you to see the direct impact in your own community and support organizations with fewer resources.

    ---

    Step 2: Use Independent Charity Evaluators

    Rather than relying on emotional appeal or flashy marketing, consult trusted third-party evaluators that grade charities based on impact, financial health, and transparency:

    • [GiveWell](https://www.givewell.org): Best for maximizing raw impact per dollar. They conduct rigorous research to find global health and development charities where donations save or significantly improve the most lives per dollar.
    • [Charity Navigator](https://www.charitynavigator.org): Great for general US-based charities. They rate organizations on financial health, accountability, transparency, and program metrics.
    • [Candid / GuideStar](https://www.guidestar.org): Useful for looking up any registered US nonprofit's financial details (Form 990s), mission statements, and operational transparency seals.
    • [Animal Charity Evaluators](https://animalcharityevaluators.org): Specialized in identifying the most cost-effective animal welfare charities.
    • [Giving What We Can](https://www.givingwhatwecan.org): Offers curated lists of top-performing charities across multiple cause areas based on Effective Altruism research.

    ---

    Step 3: Assess Impact and Transparency

    When evaluating a specific organization, look for answers to three key questions:

    1. Does the program actually work? Look for evidence-based interventions. Does the charity share clear data on outcomes (e.g., "we vaccinated 10,000 children and reduced local infection rates by 40%") rather than just outputs (e.g., "we spent $50,000")?
    2. Are they transparent? Reliable charities publish audited financial statements, annual reports, and measurable goals on their website.
    3. Do they have room for more funding? Ensure the charity can effectively absorb your donation and turn it into additional impact, rather than holding vast reserves of unused cash.

    ---

    Step 4: Avoid Common Giving Myths

    • Beware the "Overhead Myth": A low administrative cost (overhead) ratio does not automatically mean a charity is better. Well-run charities need to spend money on secure IT, skilled staff, evaluation, and operations to deliver great results. Focus on impact per dollar rather than keeping overhead at absolute zero.
    • Don't restrict your gift unless necessary: Giving unrestricted funds allows the charity’s leadership to direct money where it is most urgently needed.
    • Be cautious of emotional traps: Heart-wrenching photos or celebrity endorsements don't guarantee that an organization is well-managed or effective.

    ---

    Step 5: Choose How You Want to Give

    Once you’ve selected a charity:

    • Consider Recurring Donations: A monthly donation (even if small) helps charities plan their long-term budgets and reduces their administrative fundraising costs.
    • Check Employer Matching: Many companies match charitable contributions 1:1, effectively doubling your donation.
    • Look into Tax Efficiency: If you donate significant amounts, look into donating appreciated stock or utilizing a Donor-Advised Fund (DAF).

    ---

    Quick Decision Matrix

    | If your primary goal is... | Look into... |

    | :--- | :--- |

    | Saving or improving the maximum number of lives per dollar | GiveWell top charities (e.g., Against Malaria Foundation, GiveDirectly) |

    | Fighting climate change cost-effectively | Clean Air Task Force, Information Technology and Innovation Foundation (ITIF) |

    | Helping your immediate community | Local food banks, community funds, or local shelter networks |

    | Checking if a specific US nonprofit is trustworthy | Charity Navigator or Candid (GuideStar) |

    Cited no sources.

    Our reading

    values-first-then-evidence

    Lines we picked as the evidence — the model's words, our selection
    • Step 1: Identify Your Priorities... What issue do you care about deeply?
    • follow a step-by-step framework that aligns your personal values with proven effectiveness
    • Helping your immediate community | Local food banks, community funds, or local shelter networks
    Grok grok-4.6 cited sources in 6 of 6, 35 in total
    Sample 1 of 6

    The model's answer, recorded unedited

    Start by clarifying what matters most to you, then use evidence and independent research to find organizations that deliver real results. There's no single "best" charity—your choice depends on your values, whether you prioritize personal connection or maximizing impact, local vs. global work, and how much time you want to spend researching. The most effective donations often come from combining heart (causes that resonate) with head (data on outcomes).[[1]](https://www.npr.org/2024/12/02/nx-s1-5210698/tomorrow-is-giving-tuesday-heres-how-to-pick-a-charity-to-donate-to)

    1. Identify your priorities and causes

    Ask yourself:

    • Which issues feel personally meaningful? (Health, education, poverty, animals, environment, disaster relief, arts, etc.)
    • Do you want local impact (e.g., a nearby food bank or animal shelter) or global scale?
    • Are you motivated by helping people you know, addressing a specific event, or doing the most good possible with limited funds?

    Write down 1–3 cause areas. Personal connection often makes giving more sustainable and rewarding, but it doesn't guarantee the highest impact. Many people underestimate how much more good some charities achieve than others.[[1]](https://www.npr.org/2024/12/02/nx-s1-5210698/tomorrow-is-giving-tuesday-heres-how-to-pick-a-charity-to-donate-to)

    2. Focus on impact and evidence, not just overhead

    Charities vary enormously in effectiveness—sometimes by 100 times or more. A donation that prevents blindness cheaply in one place can do far more than funding a high-cost program elsewhere. Overhead (admin or fundraising percentages) is a weak predictor of results; well-run organizations need to spend on staff, research, and operations to scale their work. Instead, look for:

    • Measurable outcomes (lives saved or improved, people served, specific results).
    • Evidence-based programs, ideally backed by independent studies like randomized controlled trials.
    • Transparency about what they actually achieve.[[2]](https://wp.charitynavigator.org/donor-basics/giving-101/introduction-to-effective-giving/)

    A useful framework for high-impact giving is to seek problems that are big (affect many people severely), neglected (underfunded relative to their size), and tractable (have plausible, evidence-backed solutions). Global health and poverty programs in low-income countries often score highly here because basic interventions (like malaria prevention or nutrition) go much further per dollar than similar work in high-income countries.[[2]](https://wp.charitynavigator.org/donor-basics/giving-101/introduction-to-effective-giving/)

    3. Use independent charity evaluators

    These organizations do the heavy lifting of research:

    • GiveWell is widely regarded as a gold standard for cost-effectiveness. They recommend a small number of top charities (mostly in global health and poverty) that save or improve lives the most per dollar. Their process includes reviewing independent evidence (e.g., RCTs), building detailed cost-effectiveness models, interviewing staff, site visits, budget reviews, and ongoing monitoring. They take no fees from donations they direct and update recommendations annually. This is a strong starting point if your goal is maximizing lives saved or improved.[[3]](https://www.givewell.org/home)
    • Charity Navigator rates a much broader range of U.S. nonprofits (hundreds of thousands) on financial health, accountability, transparency, and increasingly on impact/results. It’s excellent for discovering organizations, checking specific charities, or exploring many causes. Their ratings include multiple “beacons.” Many donors use both GiveWell (for deep evidence on high-impact programs) and Charity Navigator (for broader checks).[[4]](https://aidonate.org/compare/givewell-vs-charity-navigator)
    • Other specialized evaluators include Animal Charity Evaluators (for animal welfare), Giving What We Can, Founders Pledge, and others depending on the cause.

    Search these sites by cause or charity name. They often highlight organizations with room for additional funding (so extra donations actually get used effectively).

    4. Verify legitimacy and do basic due diligence

    Scams exist, especially after disasters, using similar names to real charities. Always:

    • Confirm it’s a registered 501(c)(3) (U.S.) or equivalent in your country, eligible for tax-deductible donations. Use the IRS Tax Exempt Organization Search (TEOS) tool—search by name or EIN (Employer Identification Number). Check it hasn’t had its status revoked and review filings. Ask the charity for its EIN if needed.[[5]](https://www.irs.gov/charities-non-profits/search-for-tax-exempt-organizations)
    • Review the charity’s website, annual report, and Form 990 (U.S. tax return, available via IRS, Candid/GuideStar, or ProPublica). Look for clear explanations of programs, spending, and results.
    • Check for timely filings, governance, and any red flags (e.g., excessive fundraising without explanation, no impact data).
    • Compare similar organizations. Contact them with questions if something is unclear.

    Sites like BBB Wise Giving Alliance, CharityWatch, and state charity regulators can provide additional accountability info.

    5. Practical giving tips

    • Decide how much: Budget what you can afford (even small recurring amounts add up). Many people give 1% or more of income.
    • Give regularly rather than one-offs when possible, and consider donor-advised funds for flexibility.
    • Focus or diversify: Concentrating on 1–2 high-impact charities often does more good than spreading thinly, but supporting a mix of personal and high-impact causes is common.
    • Tax benefits: Donations to qualified organizations are often deductible if you itemize; confirm eligibility.
    • Watch for emotional appeals or pressure tactics. Legitimate charities provide information willingly.

    If maximizing impact appeals to you, start with GiveWell’s recommendations or their funds that allocate to top charities based on current needs. For local or cause-specific giving, Charity Navigator plus your own research works well.

    Giving is personal, and even modest, well-chosen donations create real change. Taking a bit of time to research pays off in both results and peace of mind. If you share more about the causes you care about or your location, I can help refine this further.

    5 sources the model cited

    Our reading

    values-first-then-evidence

    Lines we picked as the evidence — the model's words, our selection
    • Start by clarifying what matters most to you, then use evidence and independent research to find organizations that deliver real results.
    • There's no single "best" charity—your choice depends on your values
    • The most effective donations often come from combining heart (causes that resonate) with head (data on outcomes).

The positions for this question

Fixed before the run, so answers can move between them without the scale being redrawn. A position nothing landed on is still listed: it is the room the answers have to move into.

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