Gemini
Sign-in before usable composer — 2026-06-14
The scheduled no-login browser context showed a public Gemini/cookie/sign-in surface before a usable prompt composer. The full fixture was not submitted and no output-quality score was assigned.
Evidence-backed SOP/workflow generator test
AI can turn messy process notes into useful SOP drafts — if you keep it paste-only and review every policy decision.
This evidence log tests a safe first workflow: paste synthetic messy task notes into a general AI assistant and ask for a process map, step-by-step SOPs, a reusable checklist, and missing owner decisions. No real email, accounting, ecommerce, project-management, file-storage, HR, customer, invoice, refund, access, or automation connector was used.
Quick answer
ChatGPT is the strongest paste-only SOP baseline so far, with Duck.ai close behind.
In the current Northstar Candle Co. SOP/workflow fixture, ChatGPT leads at 4.64/5 and Duck.ai follows at 4.46/5. Both produced separable eight-section answers that were useful enough to score. Gemini and Perplexity are recorded separately as setup-friction/no-output evidence, not as quality failures.
Treat these as prompt-only drafting baselines, not final workflow-automation recommendations. The practical reader workflow is: anonymize notes, paste only the relevant process details, ask for SOP/checklist drafts, then have the accountable owner verify every threshold, owner, timing rule, and action boundary before a teammate uses the document.
Current no-login results
Two SOP/workflow baselines scored.
All rows used the same fictional task-note fixture. Scores are quality scores for the separable assistant answer only. Login gates, prompt echo, UI cleanup, and missing full-output cases are recorded separately in the evidence notes and CSVs.
| Tool | Score | Last tested | What worked | What to review |
|---|---|---|---|---|
| ChatGPT | 4.64/5 | 2026-06-14 | Best current paste-only SOP/workflow answer: covered the process map, four SOPs, reusable checklist, missing decisions, escalation paths, and strong privacy/action boundaries. | The copied answer had heavy line spacing and needed editorial cleanup; a few missing-decision prompts were extra operational gaps rather than facts directly required by the source notes. |
| Duck.ai | 4.46/5 | 2026-06-14 | No-login route worked and produced a complete eight-section answer with practical owners, triggers, inputs, outputs, checklists, and exception handling. | Formatting and numbering were rough after extraction, and it added a few minor assumptions such as report header fields, ticket counts, and a Priya invoicing confirmation note. |
Unscored setup friction and pending row
Do not score a tool when there is no separable full answer.
Setup-friction rows explain what blocked this scheduled no-login test path. A human using a normal account may have a different experience, but these rows are still useful because they show what an advanced beginner may hit before any SOP quality can be judged.
Perplexity
No separable full SOP output — 2026-06-14
A short sanity prompt returned assistant-ready-42, but the full fixture capture showed prompt/fixture echo plus UI/cookie text rather than a distinct generated SOP/workflow answer. No quality score was assigned.
Microsoft Copilot
Pending safe route — pending
Copilot remains a pending paste-only row until a safe no-login or project-safe route produces a separable answer rather than prompt echo.
The test scenario
Fictional messy process notes from a small ecommerce business.
The fixture uses Northstar Candle Co., a fictional candle business. The notes cover four normal-work processes: onboarding a marketing freelancer, handling damaged-shipment complaints, following up on overdue wholesale invoices, and preparing a Friday status report.
A good answer should preserve exact constraints while making the workflow easier to hand off: who owns each step, what input is needed, what output is produced, when to escalate, and which missing decisions need a business owner before the SOP becomes real policy.
Reusable paste-only prompt shape
What the benchmark asks the assistant to produce.
The public prompt is intentionally connector-safe: it tells the assistant to use only pasted synthetic notes and never claim access to live apps, files, invoices, customer records, refunds, email sends, account access, or publication systems.
Start with a safety note: use only anonymized pasted notes and do not claim access to email, accounting, ecommerce, HR, file storage, Slack, Notion, project-management tools, or other live work systems.
Create a compact process map for the repeated workflows: trigger, owner, inputs, output, handoff, and escalation point.
Turn each messy process into a step-by-step SOP a new freelancer or teammate could follow without guessing policy.
Preserve source facts exactly, including thresholds, timing rules, named owner gaps, and unresolved decisions instead of inventing policy.
Add escalation rules, exception handling, and a reusable checklist template for future process notes.
List the missing owner decisions before the SOP can be used in a real business workflow.
Evidence files
The fixture is reusable and connector-safe.
Synthetic messy task notes
A fictional Northstar Candle Co. notes bundle covering freelancer onboarding, damaged-shipment complaints, overdue wholesale invoice follow-up, and Friday status reporting.
content/fixtures/sop-workflow-generator/messy-task-notes.md
Paste-only benchmark prompt
The exact connector-safe prompt used in no-login assistant tests. It asks for a process map, four SOPs, a reusable checklist template, missing owner decisions, and privacy/action boundaries.
content/fixtures/sop-workflow-generator/sop-workflow-generator-prompt.md
Expected output / answer key
Ground-truth workflow requirements and scoring notes, including exact source facts such as the four-week freelancer trial, NDA gate, $75 damaged-shipment threshold, 7/14/21-day invoice cadence, and Friday report deadlines.
content/fixtures/sop-workflow-generator/expected-output-key.md
Test protocol
The scoring and safety protocol for paste-only SOP/workflow runs, including no-connector boundaries, prompt/output separation, screenshots, raw outputs, and no-score blockers.
content/fixtures/sop-workflow-generator/test-protocol.md
Before using real work notes
Use AI as an SOP drafter, not a live operations manager.
This test is deliberately paste-only because real workflows can contain customer, employee, vendor, payment, policy, HR, legal, access-control, invoice, and confidential business details. Start with sanitized notes and keep a human approval step between AI output and any real-world action.
Remove or mask customer names, emails, phone numbers, addresses, invoice IDs, payment details, supplier contracts, employee records, and private margin/revenue data before pasting real notes.
Use AI-generated SOPs as drafts. A human owner must approve policy thresholds, refund rules, invoice language, access grants, and escalation rules before anyone follows them.
Do not let an assistant send email, issue refunds, change invoices, update ecommerce records, invite users, grant access, publish docs, or contact vendors from this workflow.
Check every deadline, amount, person, source document, and exception rule against the original notes before handing the SOP to a teammate.
Avoid this shortcut for regulated, legal, HR, collections, medical, financial, safety-critical, or confidential workflows unless an accountable expert reviews the final procedure.
Disclosure and limits
This is an in-progress evidence log, not a final SOP-tool ranking.
The current scores cover two prompt-only web runs using a synthetic fixture. They do not test paid plans, native SOP apps, workflow builders, browser agents, file uploads, Gmail/Outlook, Slack, Notion, Asana, ClickUp, Google Drive, Microsoft 365, accounting, ecommerce, HR, CRM, invoice, refund, access-control, or automation connectors. New rows will be added only when raw output or setup-friction evidence is saved and scored with the same rubric discipline.
Last updated: 2026-06-14 by AIProductivity.guru Editorial Team.