Five real before/after experience-bullet rewrites for software engineers — the befores are representative engineering bullet lists from Standout's 2026 LinkedIn Visibility Benchmark (family median: 34/100, the lowest of five job families), from no bullets at all to “attended daily standups” task lists, and every after is the opening of the first reworded bullet the live audit engine actually delivered for that profile.
4 below the benchmark-wide median of 38. Benchmark-wide, half of all profiles were flagged for duty-based, metric-free bullets — and another 14% had no usable bullets at all. Full distribution and failure analysis in the engineering cut.
Type your name — or paste your LinkedIn URL — and get your 0–100 recruiter-visibility score free, right on this page. No sign-in, no account access.
Engineering bullets fail on verbs and nouns at once. The verbs are passive — “Responsible for”, “Worked on”, “Helped migrate”, “Maintained” — so nothing reads as ownership; and the nouns skip exactly what recruiter search filters on: the stack (React, Kubernetes, FastAPI, Terraform), the scale (requests/day, services, regions), and the outcome (latency, deploy time, incident rate). Recruiter search rewards action verb + searchable keyword + measurable result; “Fixed bugs and improved the codebase” matches nothing and proves nothing.
[action verb that signals ownership] + [keywords recruiters search: tools, segment, discipline] + [one number that proves the outcome]
LinkedIn's search matches the literal text of your experience bullets, and recruiters skim them in seconds. So each bullet has two jobs at once: carry the exact terms a search filters on (the stack, the segment, the discipline), and prove the work moved a number (latency, pipeline, activation, spend). Duties do neither — “Responsible for…” bullets were flagged on half the benchmark. Every rewrite the engine returned below opens with the verb, keeps the keywords, and lands on the number.
Each before is a representative engineering bullet list from the benchmark corpus, with the score it earned on September 18, 2026. Each after is the verbatim opening of the first reworded bullet the live audit engine delivered for that exact profile on September 26, 2026 — the full top-3 bullet rewrite is what the $1 review ships.
(no experience bullets at all — the benchmark's “no usable bullets” failure: nothing for recruiter search to match, no proof of scope for a recruiter who does land here)
“No experience bullets were shared — recruiters see no proof of scope, stack, or impact.”
— the engine's Experience finding
• Architected and shipped high-throughput backend microservices (Java/AWS), cutting p95 API latency by…
Cut mid-phrase by design — the full 3-bullet rewrite (your top 3 bullets reworded for recruiter search) is the $1 deliverable.
Keywords the engine flagged as missing — the raw material of the rewrite.
“'Responsible for developing user interfaces' and 'attended daily standups' describe duties, not results or tools.”
— the engine's Experience finding
• Engineered responsive React/TypeScript interfaces in partnership with design and backend teams, cutting UI…
Cut mid-phrase by design — the full 3-bullet rewrite (your top 3 bullets reworded for recruiter search) is the $1 deliverable.
Keywords the engine flagged as missing — the raw material of the rewrite.
“'Maintained internal APIs' and 'Helped migrate legacy systems' — passive verbs, no technologies, scale, or outcomes.”
— the engine's Experience finding
• Engineered and maintained internal REST APIs and backend services powering healthcare workflows, cutting…
Cut mid-phrase by design — the full 3-bullet rewrite (your top 3 bullets reworded for recruiter search) is the $1 deliverable.
Keywords the engine flagged as missing — the raw material of the rewrite.
“Passive fragments like "Responsible for cloud infrastructure" name no tools, scale, or outcomes.”
— the engine's Experience finding
• Architected and managed CI/CD pipelines (Jenkins, GitHub Actions) for 12+ microservices, cutting release cy…
Cut mid-phrase by design — the full 3-bullet rewrite (your top 3 bullets reworded for recruiter search) is the $1 deliverable.
Keywords the engine flagged as missing — the raw material of the rewrite.
“'Worked on migration from EC2 to ECS' is passive with no outcome; strong 2M req/day metric lacks context.”
— the engine's Experience finding
• Architected high-throughput order-tracking REST API (Python, FastAPI, PostgreSQL) serving 2M+ requests/day wit…
Cut mid-phrase by design — the full 3-bullet rewrite (your top 3 bullets reworded for recruiter search) is the $1 deliverable.
Keywords the engine flagged as missing — the raw material of the rewrite.
Editorial patterns, not engine output: complete bullet structures matching the shape of the rewrites above. Copy one, replace the [brackets] with your own verbs, tools, and numbers — or let the engine reword your actual top 3 bullets from your real profile for $1.
[Architected/Built/Scaled] [system type — API, pipeline, service] using [2–3 stack keywords: Python, Kubernetes, AWS], [outcome verb: cutting/serving/handling] [hard number: p95 latency 900ms→120ms, 2M requests/day, 40+ services].
Action verb + stack + number in one line — the exact pattern the engine used on every rewrite above, and the one recruiter keyword search actually matches.
Led [migration/replatform/incident-reduction project] across [scope: N services, N regions, N teams], [result: zero-downtime cutover, deploy time 45min→6min, incident rate down 60%] — [stack keyword], [stack keyword].
“Worked on migration” was flagged on the mid-tier profile above; “Led migration across 40+ services with zero-downtime cutover” is the same fact made searchable and senior.
Own [service/pipeline/platform] end-to-end ([stack: FastAPI, Terraform, Grafana]); mentor [N] engineers and drive [practice: code review, on-call, SLOs] across [team/org scope].
Ownership verbs (“Own”, “Drive”) plus a mentorship count signal the seniority that 8 of 10 engineering profiles in the benchmark undersold.
6 real before/after headline rewrites for the same job family, from the same live engine.
5 real before/after About-section rewrites for the same job family, from the same live engine.
All 10 engineering scores, the family's top failure mode, and how it compares to the other four families.
All 50 profiles: median 38/100, 78% under 50, the top-3 failure modes, full methodology.
Experience bullet examples for the other families: Product Managers · Sales Professionals · Marketers · Data Analysts & Scientists · Finance Professionals · Operations Managers · Product Designers · Customer Success Managers · Healthcare Professionals
The before bullets are from Standout's 2026 LinkedIn Visibility Benchmark corpus — representative profiles, modeled on common real-world LinkedIn patterns: constructed and fictional (invented names and companies), never scraped, because LinkedIn blocks anonymous profile access and Standout's own product promise is no account access. Scores are from the benchmark run on September 18, 2026; each after is the verbatim bullet rewrite opening the same live production engine — the exact code path behind every visitor's free audit — returned for that profile on September 26, 2026. Full methodology and limitations are in the complete report; raw data is available to any journalist via [email protected].
Patterns are a start; the engine is better with your real material. Type your name — or paste your LinkedIn URL — and get your 0–100 recruiter-visibility score free in 60 seconds, no sign-in, no account access. $1 unlocks exactly 3 paste-ready rewrites: your top 3 experience bullets reworded for recruiter search like the ones above (all three, in full, tuned to your target role), a keyword-optimized headline, and a rewritten About section. One-time — no subscription.
Score my bullets — freeWeighing DIY against hiring a writer? Compare your LinkedIn profile review options honestly — or check the going rate for a LinkedIn profile writing service ($99–$500+).