Evidence-backed opportunity researchFind what to sell
Follow the evidenceFind what to sell
before you build it.
SignalForge turns scattered market evidence into opportunities you can inspect, challenge and test.
For AI agencies, consultants and founders who know how to build—but need sharper evidence about what a market may actually need.01 · Research system
Turn information chaos into a deliberate investigation.
SignalForge reorganizes a broad market question into the workflows, failures, alternatives, spend and gaps that deserve evidence.
Find AI automation opportunities for dental clinics.
One questionSix research pathsA corpus with intent
02 · Evidence filtering
Not every source deserves equal weight.
Topical relevance stays visible before analysis—so nearby context cannot quietly become direct market evidence.
How dental practices recover missed calls
Operator interview · Workflow evidence
Anchored to the target buyer and workflow.Lead recovery patterns in local services
Creator commentary · Analogous workflow
Useful context, not direct market evidence.Create an AI CRM in minutes
Vendor tutorial · Generic overlap
Insufficient anchor context for synthesis.Relevance is not popularity.Weak evidence stays visible, but Select visible does not choose it by default.
03 · Reasoning provenance
Watch evidence become a decision—without blurring the steps.
The same research object changes state while the source of each claim remains explicit.
01Selected evidence02Observed03Synthesized04Hypothesis05Counter-evidence06Validation
Operators describe missed inbound calls and inconsistent manual follow-up.
Missed calls and follow-up work recur across the selected practice evidence.
Supported by selected evidenceLead recovery appears to create recurring operational friction for small practices.
Pattern inferred across evidenceIndependent practices may value a controlled missed-call recovery service.
Commercial inference to validateExisting tools may already be sufficient for practices with disciplined follow-up.
Challenges the hypothesis; not an error stateOffer a limited paid pilot before building autonomous software.
Proposed next testResearch scope: Germany · English · Dental practices. A scope constraint guides retrieval; it is not an observed market fact.
04 · Opportunity + validation
The output is not an answer. It is a decision to test.
Potential opportunity
Evidence strength · ModerateMissed-call recovery workflow
BuyerIndependent dental practice owner
ProblemUnanswered inbound leads require inconsistent manual recovery.
Potential first offerControlled lead-recovery pilot
EvidenceModerate
Payment evidenceMissing
Do not build yetFull autonomous AI receptionist
Next validationAttempt to sell the narrow pilot first.
Counter-caseExisting tools may already be sufficient.
This is a hypothesis to test — not a guarantee.
05 · Built for decisions
Brainstorm less. Investigate more.
General AI can generate plausible directions. SignalForge builds an inspectable research process around the decision.
“Give me AI business ideas for dentists.”
AI receptionistReview automationAppointment botLead follow-up
Plausible ideas. Unclear basis.1Market question
2Research paths
3Evidence control
4Counter-evidence
5Opportunity
6Validation
06 · The real product
An operational workspace, not a chat window.
A single canvas keeps the research question, evidence decisions and commercial next step connected.
signalforge / research
Find AI automation opportunities for dental clinics
Germany · English · Any time · Strict language offDirect · 3Adjacent · 1Weak · 1
Practice workflow evidence selected
Generic AI CRM remains visible
Missed-call recovery workflow
Independent dental practice owner
Evidence · Moderate Payment · MissingSell the controlled pilot first.
Build only after a credible commitment.
This is a hypothesis to test — not a guarantee.07 · Interactive demo
Inspect the process yourself.
Five clearly labeled demo projects. No API keys, no live provider calls, no quota use.
SignalForge Pro
Founding access€39 / month
Live research, evidence analysis, opportunity discovery, counter-evidence, Validation Plans, cloud projects, Watchlists, and exports.
Opportunity ScoutFocused ResearchComment enrichmentResearch BriefIdea PaletteCloud projectsWatchlistsExports
Bring your own OpenAI and YouTube API credentials during the initial release.08 · Questions
Plain answers before you start.
What is SignalForge?
SignalForge is an evidence-backed opportunity research workspace. It turns a market question into a deliberate research portfolio, lets you control the evidence set, and separates observation from commercial inference.
Is this another YouTube analytics tool?
No. SignalForge uses YouTube as a source of market conversations. It does not treat views, likes, or comments as proof of demand and does not produce a proprietary popularity score.
Why not just use ChatGPT?
General AI is useful for brainstorming. SignalForge adds a repeatable, inspectable workflow around retrieval, evidence selection, counter-evidence, opportunity comparison, and validation.
Does SignalForge prove there is demand?
No. It produces evidence-backed hypotheses worth testing. Real demand requires behavioral evidence such as a credible commitment or payment.
Where does the evidence come from?
The YouTube-first release retrieves videos and optional comments through the official YouTube Data API. Transcripts are optional and come from user import or a permitted adapter.
Do I need my own API keys?
Live research during Founding Access uses your own YouTube and OpenAI API credentials. The interactive demo needs no keys and makes no live provider calls.
Can other users see my projects?
Private projects use authenticated ownership and Supabase Row Level Security. SignalForge is designed so one user cannot read or change another user's research.
What are Watchlists?
Watchlists save a research scope and query portfolio so you can refresh a market over time. In the current local scheduler, scheduled work only runs while SignalForge is running.
Evidence → decision
Your next opportunity shouldn’t start with a guess.
Research the market before you build for it.