1. Ask once
Give Alloy your question and context instead of opening four separate AI chats.
Ask four AI models the same question, compare their responses, and read one synthesized answer you can inspect.
Browse features, pricing and examples without an account. Sign in when you’re ready to use the tools and save your work.
Standard accounts receive 50 total welcome credits after email verification, once per email. Previous welcome credits count toward the total. No payment card is required to create an account. Closed-test allocations may differ.
Give Alloy your question and context instead of opening four separate AI chats.
Read the original GPT, Claude, Gemini and Grok responses alongside the combined answer.
Inspect the answer, compare the reasoning, and ask follow-up questions in the same session.
Different models may frame the same question differently. Alloy brings their responses together so you can compare assumptions and judge the result for yourself.
Full questions and actual Alloy answers, shared with permission. AI-generated answers can contain mistakes; check important claims.
A client wants extra work, but the deadline and budget can’t change. What should I offer them? Compare the options, recommend one, and give me a short message I can send the client.
Offer a scope swap: include the new work by removing or simplifying existing work of comparable effort. If nothing can come out, offer a separately approved later phase.
| Option | Benefit | Trade-off |
|---|---|---|
| Swap scope | Prioritizes what the client values most while keeping budget and deadline fixed. | Something already planned must shrink or go. |
| Deliver a smaller version | Provides some of the new value now. | Only works if it genuinely fits available capacity; it may still need a swap. |
| Defer to a later phase | Protects the current delivery and quality. | Requires waiting and separate agreement on price and timing. |
| Absorb the extra work | May build goodwill for a genuinely tiny request. | Costs you time and margin and can create expectations or delivery risk. |
| Decline outright | Protects the existing agreement. | Less collaborative than offering a workable trade-off. |
Lead with a concrete scope swap; use deferral as the fallback. Estimate the new request—including testing and revisions—before promising it fits. Match effort and delivery risk, not just feature count, and confirm the revised scope in writing.
The perspectives favor this approach, but differ on whether tiny additions should ever be absorbed. Treat that as a limited exception, not the default. Don’t reduce essential quality or security to make room. Also check whether the request is genuinely extra rather than necessary to fulfill what you already promised.
Thanks for the request. With the budget and deadline fixed, I suggest replacing [existing item] with [new request], subject to confirming comparable effort. Alternatively, we can keep the current scope and quote the addition as a separate later phase. Which would be more valuable to you? I’ll confirm any scope change in writing before we proceed.
A city needs to cut water use 20% in ten years. How should it split a limited budget between leak repairs, recycling, conservation, and desalination?
Put roughly two-thirds to three-quarters of the budget into leak repairs and conservation, with targeted recycling investment and only a small, conditional allocation for desalination. Treat this as a starting portfolio—not a proven optimal split.
| Investment | Illustrative share | What to fund |
|---|---|---|
| Leak repairs | 40% | Leak detection, pressure management, and repairs to the highest-loss pipes |
| Conservation | 30% | Efficient fixtures, irrigation improvements, customer leak alerts, and affordability-protected incentives |
| Recycling | 25% | Reuse projects with dependable customers that can replace existing freshwater demand |
| Desalination | 5% | Feasibility and environmental studies or a contingency reserve—not an automatic plant commitment |
This distinction changes the allocation:
If the target is strictly customer consumption, shift substantially more funding toward conservation.
The sources broadly favor repairs and conservation before expensive new supply, but they do not establish a precise optimal allocation. Suggested leak-repair shares range from 30–45%, conservation from 30–35%, recycling from 20–25%, and desalination from 5–10%. They also differ on whether repairs or conservation should come first.
Resolve that locally: compare each project’s lifetime cost per reliable unit of water saved or freshwater displaced, including operating costs, implementation time, environmental impacts, and dry-year performance. Low leakage could justify more conservation or reuse; severe leakage could justify more repairs. Desalination should receive major funding only where a genuine supply gap remains after cheaper feasible measures.
Front-load audits, targeted repairs, and conservation; phase in viable reuse projects. Verify savings, avoid double-counting, and reallocate funding as results emerge. Without local costs and water-balance data, neither this split nor achievement of the 20% target can be guaranteed.
Illustrative prompts, not saved runs or model-generated results.
Compare the trade-offs of launching a focused product versus a broader one.
Read each perspective, compare assumptions, then inspect the synthesis.
What assumptions should I test before committing to this project plan?
Include your own context and look for risks or questions you may have missed.
Review this explanation and show where the reasoning could be stronger.
Compare how the models approach the same material and verify their claims.
All prices are in USD. Core and Forge are recurring monthly subscriptions paid through PayPal.
50 total welcome credits after email verification for standard accounts
250 included credits per month
450 included credits per month
A complete synthesis uses 2 credits. A follow-up uses 1 credit. Other tools use credits at the rates shown in the app.
One-time credit packs: 50 for $4.99 · 100 for $9.99 · 200 for $17.99. Purchased credits do not expire.
Closed-test accounts may have a different credit allocation and usage limits. Review your account’s balance and plan before starting work.
Agreement and confidence are comparison signals based on response overlap and completion. They are not verified probabilities of correctness. Models can share the same mistake. Check important facts and original sources yourself.
Model availability can vary. Alloy may be unable to complete a synthesis when a provider does not return a usable response.
It means comparing answers from more than one AI model and combining useful parts into one response. Alloy keeps the original responses available for your review.
No. The score summarizes response completion and word overlap. It is not a fact check or a calibrated measure of accuracy.
No. Standard accounts receive 50 total welcome credits after verifying their email, once per email. Previous welcome credits count toward that total. You can choose a monthly plan or buy a one-time credit pack when you need more.