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Research

From a topic to a publish-ready brief.

Point Research Studio at a topic and five agents fan out in parallel — a keyword pool, the top-20 SERP with real headings and People-Also-Ask, an AI-citation probe, brand-fit opportunities, and an evidence extractor. Watch the research land live, keep what's useful, and generate a 12-section brief your writer can ship.

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Research
16 sessionsBusiness
Research sessions✦ New research
Ready for brief 16
Best DevOps Strategy for Agencies in 2026Best DevOps Strategy for Agencies in 2026
Brief ready29 Jun, 15:09
Best AI integration strategy for SMBsBest AI integration strategy for SMBs
Brief ready17 Jun, 11:25
AI search landscape 2026market · top-20 SERP + PAA
Brief ready16 Jun, 18:08
Email marketing ROI statistics 2026email marketing roi statistics 2026
Review13 Jun, 15:56
Content marketing strategycontent marketing strategy
Brief ready13 Jun, 13:02
01 · The problem

Deep research is three hours of tabs — and none of it survives into the draft.

The old way: open forty tabs, skim ten competitors, paste headings into a doc, hunt for a statistic you half-remember, and write the brief by hand. Hours per topic — and when someone asks where a number came from, nobody can answer.

  • One run replaces the afternoon of tabs
  • Every source stays on the session, traceable
  • It ends in a brief a writer can start from
Top 10 Custom Software Companies 2026
competitor-outline-v3_FINAL_final.docx
PAA questions — pasted notes
Dev cost breakdown — Sheet1
that stat about budget overruns??
ask sara for the CPC sheet →
re-check our rank… #7? #9?
Deep search1m 12s elapsed
custom software development cost58 sources · 48 kept
Keywords 18Competitors 12Evidence 16Opportunities 12
Forty tabs, collapsed into one run
02 · Five lenses, one run

Five specialist agents fan out at once.

You give it a topic, a goal and an audience. Keywords, SERP, AI Visibility, Opportunities and Evidence each answer a different question about the topic — in parallel, on the same run. Run sequentially you'd get five reports; run together you get one judgement.

  • Each lane answers a different question
  • Watch research land live — keep or discard
  • A sixth agent writes the brief, after the gate
Topiccustom software development costgoal · audience attached
Keywords18 keywords
SERP12 competitors
AI Visibility8 findings
Opportunities12 opportunities
Evidence16 snippets
Brief synthesizerOne judgement, not five reports🔒 waits for the gate
58 sources found · 48 kept · 18 keywords · 12 competitors · 16 evidence snippets · 12 opportunities · 8 AI visibility findings
03 · Discovery

One topic becomes five search phrasings.

Discovery doesn't fire a single query. It derives up to five variants — literal, geographic, commercial, pricing, question. It used to issue exactly one: "Software development services" came back as Glassdoor, Indeed and ZipRecruiter. One job-flavoured phrasing decided the entire evidence base.

  • Up to five phrasings, derived automatically
  • Every query recorded on the session — strange results are traceable
  • No single wording can decide your evidence base again
Before — one queryjob boards
software development services
glassdoor.com — Software Developer Jobs
indeed.com — 1,200+ Software Development Jobs
ziprecruiter.com — Remote Software Developer Salaries
One phrasing decided the evidence base
▼ NOW
Up to five phrasingsrecorded on the session
LITERALcustom software development costGEOcustom software development cost by regionCOMMERCIALcustom software vendor pricingPRICINGsoftware development agency rate cardQUESTIONhow much does custom software cost
techvista.io — Custom Software Development Cost, Explained
buildmetrics.io — How Much Does Custom Software Cost?
softwarehub.dev — Software Vendor Pricing Tiers Compared
A real result set, traceable per query
One wording never decides the evidence base again
04 · The pipeline

Six phases that never round up.

Discovering, classifying, scoring, deep search, enriching, ready — with a live counter the whole way. And when a run only partly finishes, the bar says so: 4 of 6 phases finished. Never a full bar on a failed run.

  • Live counter: sources found, sources kept, time elapsed
  • "Finished with problems" — what completed is safe to use
  • A genuinely stuck run says so, with a restart
Discovering
Pulling top search results, PAA, and AI-cited pages for your topic.
Classifying
Sorting each source into SERP, evidence, keyword, and gap buckets.
Scoring
Applying keep-rules to score and select the strongest sources.
Deep searchrunning
Scraping kept pages and extracting evidence in the background.
23 sources found · 4 kept · 1m 12s elapsed
This is taking a little longer than usual — still working…
5
Enriching
Enriching keywords with volume, difficulty, and intent.
6
Ready
Research is ready — review the tabs below and pin what you need.
⚠ Research finished with problems
Some lanes didn't complete. What did finish is below and is safe to use — retry the failed lanes from their tabs, or restart the whole run.
4 of 6 phases finishedRestart research
A failed run never shows a full bar
05 · Keep and discard

58 found. 48 kept. Every cut explained.

Deterministic keep-rules score every source as it lands. Weak ones aren't silently dropped — they're grouped under Low quality with a named reason each. And you can discard anything mid-run; it never reaches your brief.

  • Keep-rules score and select the strongest sources
  • Named reasons: content farm, document viewer, site-builder page…
  • "Not shown: 9 discarded." — the count stays visible
Sources58 found · 48 kept
techvista.io — Custom Software Development Cost, ExplainedKept
buildmetrics.io — Custom Build Pricing GuideKept
fullscale.io — Software Budget BenchmarksKept
softwarehub.dev — Vendor Tiers ComparedKept
cheapsoft-deals.biz — Cheap Software Now!!Discarded
▾ LOW QUALITY (4)a named reason each
mysite.sitebuilder.pageFree site-builder page
docshare-viewer.net/preview/8817Document viewer
daily-content-mill.blogContent farm
gulfbizportal.comPage couldn't be read
Not shown: 9 discarded.Discard anything mid-run — it never reaches your brief
Every cut has a name
06 · The keyword lane

A keyword table that tells you what it doesn't know.

Opportunity is scored from five named parts — volume, attainability, value, gap, search-console. Your own Search Console rank sits in the row. And when a metric is missing, it says No data with a reason — never a dash you have to interpret.

  • "Not scored" when parts are unknown — never a fake zero
  • #7 or "Not ranking" — your real rank, from Search Console
  • Volume, difficulty and CPC at your own market
SortOpportunity (best first)MSV (high to low)Keyword (A–Z)Difficulty (low to high)Keyword data: Germany · German
Composite KD
41
Aggregate MSV
3,940
Modelled clicks (est.)
610
Avg CPC
$4.35
Traffic potential (est.)
1,280
Traffic value (est.)
Insufficient data
KeywordOpportunityMSVKDCPCCoverageYour rankIntentPin
how much does custom software cost
Search dataRanking
8272028$3.902 pages#7Question
custom app development cost
Search dataRanking
7448034$4.601 page#9Commercial
custom software vendor pricing
AI-suggested
Not scoredNo data ⓘ38No dataNot rankingCommercial
software company pricing tiers
Search data
6859041$5.803 pagesNot rankingTransactional
custom software quote template
Search data
6132022$2.101 page#18Transactional
OPPORTUNITY = VOLUME + ATTAINABILITY + VALUE + GAP + SEARCH-CONSOLE · UNKNOWN → "NOT SCORED", NEVER 0ⓘ NO DATA — "No search-volume data available for this keyword in the selected market."
A missing rank is not a zero
07 · Quiet keywords, not deleted ones

Demoted keywords say why. Nothing is deleted.

A keyword that quietly vanishes is a defect; one that explains its demotion is a feature. Off-goal marks a keyword that's about your topic but serves a different intent than your goal — kept and pinnable, never auto-recommended. Filtered (6) opens a drawer where every hidden keyword names its reason.

  • Off-goal: on-topic, wrong intent — still pinnable by hand
  • Filtered reasons: competitor brand, near-duplicate, quality check
  • Everything stays on the session; nothing disappears
software developer salaryOff-goal
About your topic, different intent than your stated goal — kept and pinnable by hand, just never recommended automatically.
▴ Filtered (6)Nothing is deleted
These keywords were kept but hidden from the main table. Expand to see each one and why it was filtered.
gulfstack technologies pricingCompetitor brand name
techfalcon custom softwareCompetitor brand name
custom software development cost breakdownNear-duplicate wording
cost of custom softwareNear-duplicate wording
softwar development costQuality check
custom sw dev costQuality check
Nothing is deleted
08 · The SERP lane

The pages that actually rank, heading by heading.

Ranked results with their real outlines scraped from the live page, plus the real People-Also-Ask set. AI-topped-up questions are badged Suggested so you always know scraped from generated — and an off-topic question is demoted, never hidden, because it's real search data.

  • Real headings from real pages, expandable per result
  • "Suggested" badge on anything AI added
  • A blocked page says "Couldn't read this page"
Top search results12 competitors
4
techvista.io/blog/custom-software-cost
Custom Software Development Cost: A Complete Breakdown
Custom software is priced by scope, compliance and team seniority — a simple internal tool and a regulated platform sit at opposite ends…
H2 · Cost Factors Buyers UnderestimateH3 · Licensing, Data Protection and ComplianceH3 · Multi-language and LocalizationH2 · Vendor Tiers and Hourly Rates▾ 12 headings
7
gulfbizportal.com/software-costs
Software Costs in the Gulf
Couldn't read this page
▸ LOW QUALITY (4)
Not shown: 9 discarded.
Audience questionsPeople Also Ask
How much does custom software development cost?
What is the average hourly rate for software developers?
Is custom software worth it for a small business?SuggestedAI-suggested — not scraped from this page
How do I get a software developer job?Off-topicReal search data — demoted, never hidden
8 headings pinned · 8+ recommendedNext: AI Visibility →
Scraped is labelled scraped. Suggested is labelled suggested.
09 · The AI-visibility lane

Every engine reports its true outcome.

Has data, Found nothing, Didn't complete, Not run — a failed engine never shows a fabricated zero. And when a lane fails, you retry that lane for 1 credit instead of re-running the whole research for 5.

  • Citation presence is checked across the same AI answer engines as the AI Visibility tracker
  • Who gets cited, who gets named — per engine
  • Partial failure is labelled, and what ran stays usable
  • Retry one lane: 1 credit, not a fresh 5-credit run
Sources cited
0
Total citations
31
Named competitors
0
⚠ ChatGPT, Gemini and Google AI Mode didn't complete
They couldn't be checked for this topic. The results below cover the engines that did run — retry the lane to try the rest again.
Try againRetries this lane only — 1 credit, not a fresh 5-credit run
Google AI Overviews
Has data
20 citations · brand mentioned: no
Microsoft Copilot
Found nothing
ran clean · nothing cited
ChatGPT
Didn't complete
retry available
Gemini
Didn't complete
retry available
Google AI Mode
Didn't complete
retry available
RUN OUTCOMES: HAS DATA · FOUND NOTHING · DIDN'T COMPLETE · NOT RUN — NEVER A FABRICATED ZERO
A failed engine never shows a fabricated zero
10 · The opportunity lane

The gaps competitors left open — with the reasoning attached.

Uncovered topics and underserved audiences, scored for impact against your brand. Each card explains itself, so "why this angle?" is answered before the writer asks.

  • High / Medium impact, scored against your brand
  • Uncovered Topic or Underserved Audience — typed, filterable
  • Reasoning on the card, ready to carry into the brief
All 12Topics 6Audience 6
HighUncovered Topic
Software Cost Myths: What Agencies Won't Tell You
Debunking common misconceptions—like "offshore is always cheaper" or "you need a 10-person team"—with transparent case studies from real local projects.
MediumUnderserved Audience
Government Contractors Needing Custom Compliance Software
Businesses bidding for public sector contracts need affordable software to meet public-sector compliance standards—yet no guides explain how to build it cost-effectively.
HighUncovered Topic
In-house vs Agency vs Offshore: Real Cost & Quality Tradeoffs
Buyers compare offshore options first; a transparent tradeoff guide meets them mid-decision.
The reasoning ships with the angle
11 · The evidence lane

Statistics with their sources still attached.

The Evidence lane extracts stats, quotes and facts out of the pages that already rank — each one carrying the page it came from. Check a number before you write, not after someone questions it.

  • Stat / Evidence / Quote — typed and pinnable
  • Source attribution on every card
  • Discarded evidence never reaches your brief
Evidence — 16 itemsPin what you'll cite
Stat
Small software applications, such as MVPs or internal tools, start at $15,000 and typically take 2 to 4 months to develop, ideal for startups validating ideas.
Source: Custom Software Development Cost — Complete Guide
PinDiscard
StatPinned ✓
According to FullScale.io, 48% of software projects exceed their initial budget estimates, highlighting the need for robust cost estimation techniques.
Source: Software Project Budget Benchmarks 2026
UnpinDiscard
Evidence
Offshore development teams offer cost-effective options with hourly rates starting from $15, especially when paired with experienced project oversight and clear communication.
Source: Offshore Development Rates Compared
PinDiscard
Check it before you write, not after
12 · The readiness gate

Nothing gets written from thin research.

Four buckets must clear a threshold before Generate Brief unlocks — thresholds owned by the server, not hardcoded in the page. The disabled button names what's missing. A lane that genuinely found nothing relaxes to optional instead of deadlocking you. And on a finished session, you can still generate anyway.

  • "Add more: Keywords and Evidence" — the button names the bucket
  • "(none found — optional)" — no mystery ticks
  • "Generate anyway" when you'd rather ship with the pins you have
Before you generateMid-run
Headings 8 / 8+
Keywords 2 / 3+
Opportunities 3 / 1+
Evidence 0 / 1+
AI visibility (none found — optional)
Add more: Keywords and EvidenceFinished session? Generate anyway — "Research is complete — you can generate with the pins you have."Thresholds owned by the server
BuilderExport ▾Ready
5 / 3+ keywords · 8 / 8+ headings · 3 / 1+ opportunities · 5 / 1+ evidence
Saved keywords (5)
custom app development cost×custom software vendor pricing×software company pricing tiers×how much does custom software cost×custom software quote template×
Content structure (8)
The Custom Software Market in 2026×Cost Factors Buyers Consistently Underestimate×Multi-language and Localization×Data Protection and Compliance Costs×
Content opportunities (3) · Supporting evidence (5) · AI visibility (1) ▸
All criteria met — ready to generateGenerate Brief
The button names the missing bucket
13 · The brief

The 12-section brief: grounded, versioned, sourced.

A full editorial document — outline informed by the pages that actually rank, evidence attached section by section, audience and tone from your brand profile. The SERP-grounded badge means the outline came from live competitor pages; the rank line is computed from your pins, never written by the model.

  • Rank line computed from pins, not claimed
  • Do's & Don'ts a writer can actually follow
  • One click to a pre-filled draft
Outline informed by live competitor pages from search results
Ranks computed from your pins — never written by the model
Export ▾Version 1SERP-groundedGenerated 4 Aug 2026, 13:34ProseStructured
01Article Details
Content typeGuide
Word count2200
Reading levelintermediate
Num keywords5
Num sections5
Toneexpert
Funnel stageconsideration
CTA goalSchedule a free consultation
02Audience04Target Tone
FoundersExecutivesexpertprofessionalmedium technicality
03Summary
05Keywords
custom app development costcustom software vendor pricingsoftware company pricing tiershow much does custom software costcustom software quote template
06Core Argument
"Custom software isn't universally expensive—its cost is shaped by compliance scope, integrations, and vendor transparency…"
07What the Reader Wants08What They Do Next09What Makes This Different
10Opportunity Context — Software Cost Myths (UNCOVERED_TOPIC, HIGH impact)
11Article Outline
Outline informed by 5 competitor pages (ranks #4, #7, #9, #11, #14).
1The Custom Software Market in 2026
Word range: 320-420Section moves: ground the reader in the local market
◆ Evidence: 48% of software projects exceed their initial budget estimates — FullScale.io
2Custom Software Development Cost Overview: 2026
Word range: 320-420
3Cost Factors Buyers Consistently Underestimate
Word range: 320-420Section moves: compare vendor tiers
4Multi-language and Localization
Word range: 320-420
5Data Protection and Compliance Costs
Word range: 320-420
12FAQ / Audience Questions13Sources Index — rebuilt from your pins
14Do's & Don'ts
Include
Use real cost ranges, not "it depends"
Name the compliance regimes that drive cost
Compare vendor tiers (freelancer vs boutique vs enterprise)
Avoid
Saying "it depends" without giving a range
Using generic global cost benchmarks
Ignoring localization as a cost driver
15Success Metrics
Lead form submissionsFree consultation bookingsTime on pageBounce rate
What transfers to the writerTarget keyword5 outline sections12 evidence items3 questions2 imagesTurn brief into a draft
Ranks computed from pins — never written by the model
14 · Groundcheck

The model writes it. Code proves it.

After the brief is written, five deterministic validators run over it — code, not a prompt instruction. Any figure not backed by your own pinned evidence is excised: the span, not the bullet. A brief once invented "$8K–$20K" while the session's kept evidence said $40K–$500K. Now that number can't survive.

  • Numbers ground only against human-pinned evidence — never the model's own
  • Internal vocabulary scrubbed from editorial guidance
  • Sources Index rebuilt from the pins, not trusted from the model
  • Every section is schema-validated on generation, so nothing comes back half-formed
Excised — ungroundedDraft brief — before Groundcheck
Budget $8K–$20K for a mid-size build — not the inflated $40K+ often cited.
WHAT SHIPS → Budget for a mid-size build is driven by compliance scope, integrations and vendor tier.
Your pinned evidence — the only pool numbers can ground against
StatPinned ✓
Across surveyed vendors in 2025, full custom builds ranged from $40K to $500K depending on scope and compliance.
Source: Custom Software Cost Benchmarks 2026
Five deterministic validators — code, not a prompt
Ungrounded numbers excised — the span, not the bullet
Self-certifying blocked — grounds only against human pins
Internal vocabulary scrubbed from editorial guidance
Off-topic FAQ questions gated out
Sources Index rebuilt from the pins
Ungrounded numbers do not survive
Common queries

Research Studio, answered.

Hover or click a question for the answer
01

Research Studio runs the keyword, SERP, citation and evidence lenses on your topic in one pass, clears each bucket against a threshold, then generates a 12-section brief that hands straight to the Content Editor as a pre-filled draft — from topic to sourced brief in one workflow.

GENERAL
02

A brief worth writing from settles four things before anyone drafts: the query and the intent behind it, what the pages currently ranking already cover, the angle that adds something they do not, and the evidence backing each claim. Assembled by hand that is a few hours per topic. Research Studio produces the same shape as a 12-section brief with its sources attached, so the writer starts from a position rather than a blank page.

GENERAL
03

Keyword demand, SERP structure, citations, evidence and competitor coverage each answer a different question about a topic, and running them together is what lets the brief reconcile them — a term with strong volume but no citable evidence behind it is a different proposition from one with both. Run sequentially you would get five reports; run together you get one judgement.

CAPABILITIES
04

Each research bucket has to clear a threshold before a brief is generated. If a topic cannot gather enough credible sources or evidence, it does not quietly produce a thin brief — it tells you the topic is not ready and which lens came up short. A lane that genuinely surfaced nothing relaxes to optional rather than blocking you forever.

CAPABILITIES
05

Live search results, the pages currently ranking for the topic, and the sources those pages cite — gathered at run time rather than recalled from a model’s memory. Every claim that reaches the brief carries the source it came from, and any figure that is not backed by your own kept evidence is removed before you see it.

INTEGRATION & SCALE
06

Yes. Research runs against the site you have selected, so the keyword set, the competitor context and the brand voice applied to the brief are that client’s, not a house default. Switching sites switches all of it.

INTEGRATION & SCALE
07

Every paid plan. Starter includes 5 research runs a month, Pro 15 and Agency 30. A trial includes one run — enough to take a real topic all the way through to a brief. See the pricing page for what each plan costs.

PRICING
08

Its credits are returned automatically — the charge and its reversal are computed by the same code, so they cannot disagree about the amount. If only one lane failed you can retry that lane on its own rather than paying for the whole run again, and whatever did finish stays usable in the meantime.

PRICING

Turn your next topic into a brief your team can publish

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