Why does an AI tool behave differently after a live demo ends?
Find the account, model, context, integration and input differences that can make an AI tool behave differently after a live demonstration in practice.
11 October 2026Read article
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Twokq Tech is an independent technology blog based in Shoreditch, London. We explain how to use technology and AI with more confidence, care, and practical judgment.
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About Twokq TechThe journalCurrent thinking.
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120 articles
How to ask a useful question during an AI product demo
Ask AI vendors a bounded question that reveals task fit, evidence, account limits and failure behaviour during a short product demonstration.
11 October 2026Read article
How to turn an AI workshop exercise into a repeatable work procedure
Turn a successful AI workshop exercise into a tested team procedure with approved inputs, human checks, failure handling and a clear owner today.
11 October 2026Read article
How to test one claim from an AI meetup before sharing it with colleagues
Turn a memorable claim from a London AI meetup into a precise proposition, check its primary source and run a bounded test before recommending it at work.
11 October 2026Read article
How to reproduce a London AI demo on your own task after the event
Recreate a London AI demonstration with recorded conditions, safe representative inputs and a pass rule that shows whether the result transfers to your real task.
10 October 2026Read article
How to capture useful evidence from a live AI demo without recording attendees
Record the tool, tier, input, output and stated limits from a London AI demo while keeping attendees, private screens and unauthorised material out of your notes.
10 October 2026Read article
How to choose an AI workshop when you cannot upload work data
Choose a London AI workshop you can complete with synthetic material, clear account rules and no need to upload client, employer or participant information.
10 October 2026Read article
How to judge an AI startup pitch at a London demo night
Separate present AI capability, customer evidence, commercial claims and future plans when assessing a startup pitch at a London demo night.
10 October 2026Read article
AI policy panel versus product workshop: which London session should I attend?
Choose a London AI policy panel or product workshop by matching the session format to the governance question or practical task you need to resolve.
9 October 2026Read article
How to choose a London AI event when you need an accessible format
Check the London journey, venue, communication, materials and AI exercise together so an event is genuinely usable with your access requirements.
9 October 2026Read article
How to compare two AI tools demonstrated at the same London event
Compare two AI tools shown at one London event by recording equivalent tasks, access levels, controls, review effort, costs and failure cases.
9 October 2026Read article
Should I trust a live AI demo that uses only perfect examples?
Judge a polished London AI demonstration by adding ordinary, difficult and out-of-scope cases before treating the result as product evidence.
9 October 2026Read article
How to decide whether an AI event ticket is worth the full London cost
Calculate the full cost of a London AI event and require decision-changing evidence, not vague networking value, before committing to the ticket.
8 October 2026Read article
How to judge an AI research claim at a London university public lecture
Trace an AI claim from a London university lecture to its study, method, limitations and publication status before applying it to a product decision.
8 October 2026Read article
How to check whether a London AI hackathon matches your skill level
Assess a London AI hackathon's roles, technical setup, team formation, rights, access and time demands before deciding whether you can contribute.
8 October 2026Read article
Should I attend a vendor-sponsored AI event if I am comparing tools?
Use a vendor-sponsored London AI event for product evidence without confusing hospitality, selected examples or stage polish with a fair comparison.
8 October 2026Read article
How to assess an AI demo before travelling across London to see it
Screen a London AI demonstration for task fit, test conditions, audience access and failure evidence before committing money and travel time.
7 October 2026Read article
AI conference versus hands-on workshop: which London event fits your goal?
Choose between a London AI conference and workshop by matching the format, complete cost, access and follow-up evidence to your actual goal.
7 October 2026Read article
How to tell whether a London AI meetup is suitable for beginners
Check a London AI meetup's prerequisites, exercises, support, access and travel commitment before deciding whether it truly suits a beginner.
7 October 2026Read article
Should I pay for a London AI workshop when similar talks are free?
Compare a paid London AI workshop with free talks using its complete cost, practical outcome, feedback, accessibility and follow-up value today.
7 October 2026Read article
How to hand over a finished video project so another editor can revise it
Hand over an editable video project with its media, dependencies and rights notes, then test a real revision on the recipient's system before removing originals.
4 October 2026Read article
Should I use stock footage or AI-generated clips in a factual explainer?
Choose explainer visuals by whether they document or illustrate a claim, compare stock and generated footage costs, and check rights before using either.
4 October 2026Read article
How to reduce a video file’s size without making on-screen text unreadable
Reduce a video's file size by testing difficult text frames, comparing quality settings and checking destination playback before committing to a full export.
3 October 2026Read article
Why does a vertical video crop cut off the part viewers need?
Check vertical video crops against the action viewers must see, calculate how much width is lost, and choose reframing or a full-frame layout when cropping fails.
3 October 2026Read article
How to check an AI-generated voice-over against an approved script
Check synthetic narration for changed words, numbers, names and emphasis, then verify the final audio against the approved script before using it in a video.
3 October 2026Read article
How to write a shot list from a video script before filming
Turn a script into a practical shot list covering essential actions, sound and setup needs, with a filming budget that separates necessary shots from extras.
3 October 2026Read article
How to check whether a video clip fairly represents the original interview
Check a video clip against its original question, qualifications and corrections, then decide whether to extend, label or reject an edit that changes the meaning.
2 October 2026Read article
Why do transcript timestamps drift further out of sync?
Diagnose fixed offsets, gradual timing drift and edit-related jumps in a transcript, then choose a reversible correction checked against several audio anchors.
2 October 2026Read article
How to turn one long webinar into a source-linked briefing for colleagues
Create a focused webinar briefing with timed evidence, relevant caveats and clear next steps, while separating the speaker's claims from your interpretation.
2 October 2026Read article
Should I keep full transcripts or short summaries in a research archive?
Choose between transcripts and summaries by future evidence needs, permissions and review effort, with a storage example that shows where the real costs sit.
2 October 2026Read article
How to correct speaker labels in an interview transcript
Correct interview speaker labels against the recording, separate identity from turn boundaries, and preserve uncertainty when voices overlap or remain unclear.
1 October 2026Read article
How to save video timestamps that take you back to the right moment
Save tested video links with timestamps, source details and readable fallback anchors, so you can recover the right passage even when a link behaves differently.
1 October 2026Read article
How to take useful notes during a fast meeting without transcribing it
Capture decisions, owners, deadlines and unresolved questions during a fast meeting, then confirm the gaps without creating or reviewing a full transcript.
1 October 2026Read article
How to date a web source with no clear publication date
Separate publication, update, archive and access dates, inspect the evidence behind each, and cite an undated page without inventing when it appeared.
1 October 2026Read article
How to revise from your notes without rereading everything
Revise with closed-note questions, targeted corrections and later checks, so your study time follows what you cannot yet explain rather than page count.
30 September 2026Read article
How to tell whether two sources repeat the same original claim
Trace repeated claims back to their original evidence, distinguish independent findings from copied reporting, and record what you can actually verify.
30 September 2026Read article
How to turn a highlighted PDF into usable study notes
Turn PDF highlights into answerable study questions, keep accurate page references, and test which ideas need more work without copying the whole document.
30 September 2026Read article
Should I use voice notes or typed notes when learning a difficult topic?
Compare voice and typed notes by the effort needed to explain, check and revisit a difficult idea, with a practical trial that includes accessibility needs.
30 September 2026Read article
How to combine research notes without hiding disagreements between sources
Combine research notes by comparing claims, definitions and evidence, while keeping genuine disagreements visible and deciding what they mean for your task.
29 September 2026Read article
How to record why you rejected a source during research
Record research exclusions with clear reasons, supporting evidence and reconsideration conditions, so you avoid repeat work without hiding uncertainty.
29 September 2026Read article
Should a small team allow personal devices for work?
Decide whether personal devices suit your team's work by checking support, access, staff privacy, real costs and a tested way to remove business access safely.
29 September 2026Read article
How to investigate a software invoice no one in your team recognises
Check an unfamiliar software invoice against trusted accounts, payment records and authorised owners, without paying a duplicate or following a fraudulent link.
29 September 2026Read article
How to choose which software problem to fix first after a team review
Turn a team review into a realistic change queue by separating urgent risks, evidenced problems and uncertain complaints, with time for testing and reversal.
28 September 2026Read article
How to check a vendor’s exit terms before renewing a team contract
Check notice deadlines, export access, migration assistance and data deletion before renewal, then build a practical exit timetable from your actual contract.
28 September 2026Read article
How to write a useful incident timeline after a software outage
Build an outage timeline from dated evidence, separate observations from recollections, calculate impact honestly and turn the record into assigned improvements.
28 September 2026Read article
How to hand over a no-code automation when its creator leaves
Hand over a no-code automation by checking ownership, connected accounts, triggers, alerts and recovery, then rehearse the workflow with safe dummy inputs.
28 September 2026Read article
How to check what access former contractors still have
Review former contractors' direct accounts, group memberships, shared links and integrations, then close access safely while preserving ownership and records.
27 September 2026Read article
How to make a recovery plan for a small team’s essential accounts
Map the accounts and recovery methods your team depends on, find circular dependencies, protect recovery credentials and rehearse access without a lockout.
27 September 2026Read article
Why does my video call fail even though a speed test looks fast?
Find why a fast connection still produces broken calls by separating upload congestion, unstable packet delivery, Wi-Fi problems and an overloaded computer.
27 September 2026Read article
Should a five-person team keep a spreadsheet for tracking enquiries?
Test enquiry ownership, repeated contact records, shared editing and access needs before deciding whether to improve your spreadsheet or move to another system.
27 September 2026Read article
How to calculate the cost of repeated software interruptions for a small team
Measure blocked work, workaround effort and recovery time without double-counting colleagues, then judge whether a software fix is worth its ongoing cost.
26 September 2026Read article
Why does a cloud file show as synced but not open offline?
Check whether your cloud files are actually downloaded, identify app or permission failures, and prepare a tested offline working set before travelling.
26 September 2026Read article
How to stop duplicate calendar events after connecting two services
Trace duplicate calendar entries to overlapping views, imported copies or a sync loop, then test a safe correction before changing meetings or deleting events.
26 September 2026Read article
Should I use a shared inbox or forward messages to colleagues?
Choose between a shared inbox and forwarding by testing message ownership, reply visibility and access, with realistic costs and a safe handover process.
26 September 2026Read article
How to move files between Windows and Mac without losing what matters
Plan a Windows-to-Mac file transfer around compatible formats, large files and essential metadata, then verify destination copies before removing any originals.
25 September 2026Read article
Why does a shared spreadsheet keep producing conflicting versions?
Trace where spreadsheet copies split, preserve competing edits, and restore one authoritative workbook with a supported editing route and clear ownership.
25 September 2026Read article
Monthly versus annual software billing for a three-month project
Compare the actual commitment of monthly and annual software plans for a short project, including extensions, cancellation terms, tax and time needed to leave.
25 September 2026Read article
How to find subscriptions you are paying for twice
Match subscription charges to their users, billing routes and included features, then identify genuine duplicates without cancelling access someone still needs.
25 September 2026Read article
How to check whether a backup can restore the file you need
Test a backup by restoring selected file versions to a separate location, checking their contents and measuring recovery time without risking your live work.
24 September 2026Read article
Why does Wi-Fi work near the router but fail in one room?
Separate a weak room connection from an internet-service problem, compare the same task in several locations, and test a free placement change before buying.
24 September 2026Read article
How to separate work and personal accounts with browser profiles
Set up distinct browser profiles, check account and sync boundaries with dummy tasks, and avoid mistaking a separate window for protection from other users.
24 September 2026Read article
Should I keep my laptop plugged in all day?
Choose a charging routine that fits desk work and travel, check your laptop’s supported battery controls, and avoid confusing charge level with battery health.
24 September 2026Read article
How to check Windows support before buying a second-hand laptop
Check the exact processor, Windows edition, update eligibility and seller evidence before buying a used laptop, then compare the real cost of a supported setup.
23 September 2026Read article
Why does my Bluetooth headset sound worse when I join a call?
Identify whether microphone selection or Bluetooth call mode is degrading your sound, test an existing alternative and check LE Audio support before buying.
23 September 2026Read article
How to free space on a Windows 11 laptop without deleting personal files
Review Windows 11 cleanup candidates safely, protect Downloads and recovery options, and measure reclaimed space before considering changes to personal files.
23 September 2026Read article
Should I upgrade my laptop’s memory or replace the laptop?
Decide whether a RAM upgrade is worth doing by checking your real workload, the exact laptop’s upgrade options, remaining support and total replacement cost.
23 September 2026Read article
Why does my Word document change layout on another computer?
Diagnose changed Word pagination by comparing fonts, application versions and page settings, then choose a reliable editable file or fixed-layout PDF.
22 September 2026Read article
How to check whether browser extensions are slowing down your laptop
Find out whether an optional browser extension causes slowdowns with a repeatable timing test, reversible changes and a clear rule for keeping or removing it.
22 September 2026Read article
How to set an AI spending limit for a small team with uneven usage
Build an AI budget around uneven workloads, fixed fees and variable charges, then distinguish spending alerts from enforceable limits and assign responsibility.
22 September 2026Read article
How to decide who approves AI output when your team has no dedicated reviewer
Assign AI review by competence, consequence and available time, with clear approval limits and a fallback when a small team cannot safely check every output.
22 September 2026Read article
How to review an AI workflow after the provider changes its model
Recheck an AI workflow after a model change using held-out tasks, decision-level comparisons and a staged return to use, with clear fallback and stopping conditions.
21 September 2026Read article
Should a small team let an AI assistant access a shared drive?
Decide whether to connect a shared drive to AI by checking real permissions, limiting relevant folders and testing access and removal before exposing team files.
21 September 2026Read article
How to record AI-assisted decisions without storing every conversation
Keep a concise record of AI-assisted decisions with sources, material assumptions, reviewer and outcome, while following the retention rules that apply to your work.
21 September 2026Read article
What should a team do when its AI tool is unavailable on deadline day?
Keep deadline work moving during an AI outage by checking accessible evidence, choosing a safe manual minimum and protecting review time before switching services.
21 September 2026Read article
How to find out which AI tools staff use without monitoring their screens
Map workplace AI use through transparent conversations about tasks, accounts and data categories, without collecting private prompts or treating silence as proof.
20 September 2026Read article
Should my team disclose when a client deliverable used AI?
Decide when to tell a client about AI assistance by checking the contract, material contribution, data exposure and review, with clear disclosure examples.
20 September 2026Read article
How to create a short approved-use list for AI in a small team
Create a short AI approved-use list that names allowed tasks, inputs, accounts, reviewers and stop conditions, with a practical check on review capacity.
20 September 2026Read article
How to run an AI pilot without using customer data
Build a useful AI pilot with fictional cases, realistic exceptions and explicit review criteria, without copying customer records or overstating the results.
20 September 2026Read article
Should I use AI to classify a small set of customer feedback comments?
Decide whether AI is worthwhile for a small feedback batch, define useful categories, review ambiguous comments and compare the full effort with manual coding.
19 September 2026Read article
How to turn technical release notes into a checklist for your team
Turn release notes into specific checks for your team's versions and workflows, with source links, assigned owners and a safe way to verify each change.
19 September 2026Read article
How to check whether an AI-generated survey question is leading
Review AI-written survey questions for assumptions, loaded wording and missing answer options, then test whether people can express a genuinely different view.
19 September 2026Read article
Should I let AI send emails automatically from my inbox?
Decide whether AI should send email by separating reading, drafting and sending authority, testing exceptions and keeping consequential messages under your control.
19 September 2026Read article
How to use AI to turn a project brief into a dependency-ordered task list
Turn a brief into a checked task sequence by separating real prerequisites, available owners and parallel work before trusting an AI-generated project schedule.
18 September 2026Read article
Why does an AI answer change when I ask the same question again?
Separate harmless wording changes from unstable facts by comparing repeated AI answers, recording context and checking any difference that changes your decision.
18 September 2026Read article
How to check units and currencies in AI-generated calculations
Check AI calculations by carrying units, currency, billing periods and rounding through every step, then compare the result with a reproducible manual example.
18 September 2026Read article
How to remove personal details before asking AI for feedback on a document’s structure
Prepare a minimal, synthetic document outline for AI feedback, check direct and indirect identifiers, and inspect hidden information without claiming anonymity.
18 September 2026Read article
Should I use AI to rewrite an email when the tone matters?
Use AI to revise an email's tone without changing promises, deadlines or boundaries, then check the final wording against what you genuinely intend to say.
17 September 2026Read article
Why do citations in an AI answer fail when I open them?
Diagnose broken AI citations by checking source identity, locating moved pages and verifying the actual claim before treating a reference as usable evidence.
17 September 2026Read article
How to use AI to compare two document versions without missing a changed number
Compare document versions with a native difference check, reconcile changed figures to exact source locations and use AI only to explain verified changes.
17 September 2026Read article
How to verify an AI-generated spreadsheet formula before using it
Test an AI-generated spreadsheet formula against hand-calculated boundary cases, inspect its references and keep a recoverable copy before applying it to real data.
17 September 2026Read article
Can my older laptop run an AI assistant without becoming unusable?
Assess local AI on an older laptop by checking support, memory, storage and normal-work responsiveness, then test one small task without risking your files.
16 September 2026Read article
Should I pay for an AI meeting assistant if I only need action points?
Decide whether an AI meeting assistant is necessary by comparing confirmed actions, ownership, review effort and recording risks with simple shared notes.
16 September 2026Read article
AI subscription versus pay-as-you-go API access for occasional work
Compare an AI subscription with metered API access using your actual workload, interface costs, setup effort and spending controls before choosing either route.
16 September 2026Read article
Should I use a general AI assistant or a specialist transcription service for interviews?
Choose an interview transcription workflow by testing speaker labels, timecodes, corrections, export and privacy against the transcript you actually need.
16 September 2026Read article
Can an AI browser extension read more than the page I want summarised?
Check an AI extension's website permissions, restrict unnecessary access and test a public page before deciding whether its convenience justifies installing it.
15 September 2026Read article
Why does the same AI model give different answers in different apps?
Compare AI apps by checking model identity, instructions, supplied context, tool access and output limits before deciding why apparently identical models disagree.
15 September 2026Read article
Should I use AI translation for instructions customers will follow?
Decide when AI translation is suitable for customer instructions by checking meaning, numbers, warnings, qualified review and the cost of correcting mistakes.
15 September 2026Read article
AI writing assistant versus a document editor’s built-in checks for proofreading
Choose a proofreading method by separating spelling, grammar and consistency from changes to meaning, then compare review effort using a practical editing sequence.
15 September 2026Read article
How to test an AI tool’s ability to read charts before paying for it
Test AI chart reading with known examples, checking axes, units, legends and uncertainty before paying for a tool or relying on its interpretation at work.
14 September 2026Read article
Should I buy an AI subscription if my employer already provides one?
Check whether employer-provided AI covers your needs by separating work permission, personal privacy, account ownership and the cost of paying for separate access.
14 September 2026Read article
Should I use AI noise removal on an interview with a quiet speaker?
Compare a quiet interview’s original and processed audio, check whether words survive, and decide when light noise reduction or a new recording is safer.
14 September 2026Read article
How to make video captions readable on a phone
Check caption wording, timing, size and placement on a real phone, then fix the parts that make your video difficult to follow without relying on sound.
14 September 2026Read article
Why can’t I find a quote in a podcast transcript?
Find a missing podcast quotation by checking the episode version, searching nearby ideas and verifying the recording before saving or citing the words.
13 September 2026Read article
How to separate quotations from your own ideas in research notes
Build research notes that distinguish exact quotations, paraphrases and your interpretation, preserve source locations, and repair ambiguous older notes.
13 September 2026Read article
Folders versus tags for finding research notes across projects
Compare folders and tags with a timed retrieval exercise, measure the upkeep each adds, and choose a simple structure for research notes across projects.
13 September 2026Read article
How to test a cloud-app export before cancelling your subscription
Check exported records, attachments, dates and relationships before cancelling a cloud app, then test whether you can read and use them outside the service.
13 September 2026Read article
How to hand over a team account before its only administrator leaves
Transfer team-account control before your only administrator leaves, with successor sign-in checks, recovery rehearsals and a staged access-removal plan.
12 September 2026Read article
Should I cancel a team app that only one person uses?
Decide whether a little-used team app earns its cost by tracing who needs its output, testing alternatives and checking what a downgrade would change.
12 September 2026Read article
How to calculate whether a form-to-spreadsheet automation saves time
Measure form-to-spreadsheet automation against manual entry, including setup, review, failed runs and maintenance, so you can decide whether it is worth keeping.
12 September 2026Read article
Why does my USB-C monitor charge my laptop but show no picture?
Find where a USB-C display connection fails, check the laptop port and cable, and decide whether an existing HDMI connection can avoid an unnecessary purchase.
12 September 2026Read article
Should I buy more cloud storage or clear out old files first?
Choose between clearing cloud files and upgrading storage by measuring space, growth and recovery risk, with a household example and safe checks before deletion.
11 September 2026Read article
Why is my Windows 11 laptop slow just after I sign in?
Find out what delays your Windows 11 laptop after sign-in, measure a repeatable baseline and test reversible startup changes before paying for an upgrade.
11 September 2026Read article
How to respond when a customer has acted on an AI-generated mistake
Stop an incorrect AI reply spreading, identify affected customers and issue a useful correction, with a practical record and clear conditions for restarting.
11 September 2026Read article
Should I share one paid AI account with my team?
Decide how to give a small team AI access without shared logins, unclear ownership or unnecessary seats, using account checks and a worked cost comparison.
10 September 2026Read article
AI extraction versus copy and paste for a small batch of PDFs
Choose how to extract fields from a small PDF batch by comparing setup, privacy, checking and correction time, with a worked example and a repeatable test.
10 September 2026Read article
Why does an AI assistant keep ignoring one of my instructions?
Diagnose a missed AI instruction by isolating conflicts, missing context and task complexity, then test a smaller prompt and decide when to finish manually.
10 September 2026Read article
How to check whether an AI summary has missed an important exception
Check an AI summary against its source for missing conditions, exclusions and dates, using an exception ledger that shows which omissions change your decision.
10 September 2026Read article
AI search versus ordinary web search for finding official software instructions
Find software instructions that match your version and account by comparing AI search with web search, tracing sources and checking steps before making changes.
9 September 2026Read article
Local AI versus cloud AI for summarising confidential documents
Decide where confidential documents can be summarised by checking permission, processing location, retention, device limits and the work needed to verify results.
9 September 2026Read article
Should I pay for an AI tool to summarise one report a week?
Compare paid AI, free access and manual reading for a weekly report, including checking time, privacy, document limits and the real cost of a subscription.
9 September 2026Read article