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Use Claude’s mode that matches the job: web search for a current, focused fact; Research for a multi-source investigation; extended thinking for difficult reasoning without a major retrieval need; and Claude Code for repository-aware software work. The quality of the result depends less on a clever prompt than on a clear brief, reliable source checking, controlled edits, and human review.
Choose the right Claude capability
Claude is a family of interfaces and tools rather than one single workflow. Start by deciding whether your main problem is freshness, breadth, reasoning, or access to a codebase.
| Capability | Best fit | What it does | What you must check |
|---|---|---|---|
| Web search | A current fact or a short lookup | Searches the web and returns an answer with citations. | Open the cited pages, check their dates and scope, and confirm that each important claim is actually supported. |
| Research | A broad question requiring several searches and synthesis | Runs a more iterative investigation and presents findings with citations. Anthropic describes it as transforming how Claude finds and analyzes information. | Availability is documented for paid Pro, Max, Team, and Enterprise plans, but eligibility and limits can change. |
| Extended thinking | Hard reasoning, planning, or analysis when new web information is not the main need | Allocates more effort to reasoning before producing an answer. | It does not make an answer current by itself; supply authoritative material when freshness matters. |
| Claude Code | Understanding, changing, and testing an existing repository | An agentic coding tool that can inspect project files, explain architecture, plan changes, edit files, and help run checks. | Review its plan and diff, protect secrets, and run the repository’s own tests or checks. A web preview is documented, but access and plan eligibility are volatile. |
| Anthropic API web search | Developers building a web-enabled Claude application | Exposes web search as an API tool that your application can invoke. | Tool versions, limits, and prices change; verify the current API documentation before budgeting. |
Prepare a brief Claude can execute
A vague request such as “research electric-car policy” leaves Claude to guess the geography, date range, audience, evidence standard, and desired output. Put those decisions in the first message.
Specify the question and boundaries
- Goal: State the decision or deliverable, not just the topic.
- Scope: Name countries or jurisdictions, a date range, included categories, and exclusions.
- Audience: Describe the reader’s knowledge and what they need to do next.
- Evidence standard: Prefer primary documents, peer-reviewed work, official statistics, or named expert sources as appropriate.
- Output: Give the format, approximate length, headings, table columns, citation style, and whether uncertainty must be reported.
- Constraints: Include a deadline, reading level, house style, prohibited claims, or required source list.
A useful opening brief is: Investigate [question] for [audience]. Cover [scope and dates]. Prefer [source types]. Separate established facts from interpretation, show publication dates, record uncertainty, and return a source table before the narrative.
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Supply the material Claude should use
Paste the relevant text or attach files when you already have authoritative material. For a long project, identify which sources are mandatory and which are background. Claude can reason more reliably when it has the exact passages, definitions, data tables, or URLs that control the answer instead of having to infer them from a short description.
Ask for an outline before prose
For substantial work, request an outline and a list of missing evidence first. This exposes an overly broad question, a duplicated section, or an unsupported conclusion while the structure is still cheap to change.
Use web search for a focused current answer
Web search is the efficient choice when you need a small number of up-to-date facts rather than a full investigation.
Step 1: Write one answerable question
Use one question per search task and include the qualifiers that change the answer. For example: What is the current filing deadline for [form] in [jurisdiction] for the [tax year]? Use the official authority, state the page's publication or update date, and flag any exception.
Step 2: Require evidence in the response
Ask Claude to put a citation next to every material claim, quote no more than necessary, and distinguish a source’s statement from its own inference. Anthropic says web-search responses include citations, making them a verification aid rather than a substitute for reading the source.
Step 3: Verify the high-impact claims
Open the cited page yourself when a claim involves a number, legal requirement, product limit, safety issue, quotation, or consequential recommendation. Check that the citation supports the same version, country, date, and population described in Claude’s sentence. A search-result snippet or an old cached page is not enough evidence for a current rule.
Step 4: Preserve a compact evidence record
Ask for a table with four fields: claim, source, publication or update date, and uncertainty. Keep that table with your draft so an editor can trace a sentence back to the underlying page.
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Use Research for a multi-source investigation
Choose Research when the question needs several searches, competing perspectives, and synthesis. It is not simply a longer web-search answer: the value is the iterative collection and comparison of evidence.
Define the investigation before starting
- State the central question and the decision it will inform.
- Set the geography, time window, language, and source types.
- List subquestions that must be answered separately.
- Define what would count as strong, weak, or insufficient evidence.
- Tell Claude to report disagreement, missing data, and uncertainty instead of smoothing them into a single conclusion.
Request a source map
Have Claude group sources by claim and identify whether each is primary, secondary, or commentary. Ask it to note the publication date, the population or jurisdiction covered, the methodology when available, and any conflicts between sources. This makes it easier to spot five articles repeating one unverified assertion.
Check the synthesis, not just the links
Read the most important cited pages and compare their wording with Claude’s summary. Pay special attention to denominators, definitions, time periods, and conditional language. A source that says “may” cannot support a sentence saying “will,” and a study of one region cannot establish a worldwide result.
Turn findings into a decision-ready output
After the evidence map is sound, request the deliverable separately: an executive brief, comparison table, chronology, risk register, or recommendation. Keep facts, interpretations, and open questions in visibly different sections. If the evidence does not justify a recommendation, ask Claude to state what additional information would change the decision.
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Have Claude write and edit a report
Claude is most dependable as a staged writing partner. Separate planning, drafting, factual checking, structural editing, and style editing so a fluent rewrite does not silently alter the evidence.
Stage 1: Build the outline
Provide the intended reader, purpose, format, length range, voice, required sources, and claims that must appear. Ask for headings, the purpose of each section, and a list of evidence still needed. Reject or revise the outline before asking for prose.
Stage 2: Draft from supplied evidence
Tell Claude which material is authoritative and how to handle gaps. A practical instruction is: Draft only from the supplied sources. Attach each factual claim to its source, mark unsupported points as questions, and do not invent examples, quotes, statistics, or case studies. If you need a hypothetical example, label it as hypothetical.
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Stage 3: Run a factual audit
Ask for a sentence-level audit with columns for claim, supporting passage, source date, scope, and status. Have Claude identify numbers whose units or denominators are missing, claims that exceed the source, stale references, and conclusions presented as facts. Resolve the flagged items against the original documents.
Stage 4: Edit structure and clarity
Request a separate pass for ordering, transitions, heading hierarchy, duplicated ideas, and reader actions. Tell Claude to preserve verified figures and citations exactly. Then ask for a style pass that targets sentence length, jargon, accessibility, and consistency without changing meaning.
Stage 5: Perform the human release check
- Open every citation attached to a high-impact statement.
- Confirm names, dates, units, versions, geography, and quoted wording.
- Check that tables and lists use the same definitions throughout.
- Remove claims that still lack adequate evidence.
- Read the final document as the intended audience and test every instruction.
Use Claude Code in an existing repository
Claude Code is designed for repository-aware, agentic work. Treat it as a supervised collaborator: let it understand the system and propose a plan before granting permission to edit.
Step 1: Establish a safe working state
- Work in a branch or other recoverable state.
- Know how to restore files and where secrets, credentials, and production configuration are kept.
- Make sure the project has a documented way to install dependencies and run tests, linters, formatters, or builds.
- Do not paste secrets into prompts or allow generated changes to expose them in logs.
Step 2: Start with repository orientation
Ask Claude to inspect the repository and report the entry points, relevant files, architecture, build commands, test commands, and risks. Give it specific filenames or directories when you already know them. Anthropic’s coding guidance recommends asking Claude to read relevant files, images, or URLs and explicitly telling it not to write code yet.
Use a prompt such as: Read the repository and explain the request flow, the files likely involved, the commands used for checks, and any risks. Do not edit anything. End with a small implementation plan and questions you need answered.
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Check whether the proposed files and tests match the actual requirement. Look for unnecessary refactors, migration assumptions, compatibility risks, and missing edge cases. Narrow the task if the plan is larger than the requested change.
Step 4: Permit a small implementation
Give permission only after the plan is acceptable. State the exact behavior, files it may change, interfaces it must preserve, and checks it must run. For a risky change, ask for one incremental step at a time rather than an all-at-once rewrite.
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Step 5: Inspect the diff
Read every changed file and compare the diff with the approved plan. Check error handling, input validation, authorization, logging, performance-sensitive paths, dependency changes, and accidental formatting churn. Do not assume a clean-looking explanation means the code is correct.
Step 6: Run the project’s checks
Ask Claude to run the repository’s own tests, linter, formatter, type checker, and build where applicable. If a check fails, have it explain the failure, propose the smallest fix, and show the next diff. Review and rerun checks after each substantive change. Also test the user-visible behavior manually when the project supports it.
Step 7: Record the project’s conventions in CLAUDE.md
Maintain a CLAUDE.md file at the project or repository level with architecture notes, naming conventions, safe commands, test instructions, generated-file rules, and boundaries such as “do not edit migrations” or “never commit credentials.” Keep it short and current. This gives Claude stable context across sessions and reduces repeated orientation work.
Choose among modes with a practical decision framework
| Your main need | Start with | Human review burden | Typical failure to watch for |
|---|---|---|---|
| One current fact | Web search | Verify the cited page and date. | A stale or geographically mismatched result. |
| Several sources and competing claims | Research | Audit the source map and synthesis. | Repeated secondary claims being mistaken for independent evidence. |
| Complex reasoning over known material | Extended thinking | Check assumptions and logic. | Confident reasoning built on an incorrect premise. |
| Changes to a codebase | Claude Code | Review plan, diff, and test results. | Unrequested edits, broken conventions, or untested edge cases. |
| A product that needs live web information | API web search | Test tool failures, citations, and cost controls. | Changed API behavior, limits, or pricing. |
Plans, availability, and cost caveats
Research is documented for paid Pro, Max, Team, and Enterprise plans. Plan names, regional availability, usage limits, and eligibility can change, so check the current Claude plan documentation in your account before promising a feature to a team.
Claude Code has a documented web preview that can run multiple tasks on Anthropic-managed infrastructure. Treat that availability as time-sensitive and verify access, workspace controls, data handling, and usage limits before adopting it for a production workflow.
For developers, Anthropic’s 2025 web-search API announcement recorded a price of $10 per 1,000 searches. That was the announcement figure, not a guaranteed current rate. Recheck the live API pricing and tool documentation before estimating a budget, and account for retries, concurrent users, and any other model or infrastructure charges.
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Claude gives a polished but weakly sourced answer
Narrow the question, require a source table, and ask it to label unsupported claims. Then open the citations for the statements that affect your decision.
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The answer mixes dates, versions, or jurisdictions
Add those qualifiers to the first prompt and require a separate column for date, edition, or geography. Remove any source that does not match the stated scope.
A writing rewrite changes the facts
Separate the factual audit from the style pass and instruct Claude to preserve verified numbers, definitions, and citations. Compare the edited version with the audited draft.
Claude Code starts editing too soon
Tell it explicitly to read and plan without writing code. If it still proposes broad changes, restate the smallest acceptable outcome and request a file-by-file plan before granting permission.
Generated code passes no checks
Ask Claude to identify the first failing check and explain the failure before changing anything. Fix one cause at a time, inspect the diff, and rerun the project’s normal commands rather than substituting an ad hoc test.
You cannot find a feature or hit a usage limit
Check the current plan documentation, account region, workspace administrator settings, and product-specific limits. Do not infer availability from an older announcement or another user’s account.
A repeatable end-to-end workflow
- Frame: Define the goal, audience, scope, dates, evidence standard, and output.
- Select: Use web search for a focused lookup, Research for an investigation, extended thinking for difficult reasoning, and Claude Code for repository work.
- Map: Ask for an outline or repository plan before a long draft or edit.
- Ground: Supply source material, require citations, and keep a claim-to-source record.
- Execute: Draft, analyze, or implement in a controlled step.
- Audit: Verify citations, dates, scope, assumptions, diffs, and test results.
- Refine: Run a separate structure or style pass after facts and behavior are secure.
- Release: Remove unsupported claims, protect sensitive data, and retain the evidence or test record needed for later review.
The central discipline is supervision: use Claude to search, reason, write, and operate tools faster, but keep the source check, scope decision, code review, and final approval with a human.
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