These days it’s hard for most of us to go a single day without interacting with the internet in one way or another. With so many people logging on to share or consume information, how can you know that what you are seeing is factually correct? To complicate things, the introduction of AI has further muddied the waters on accurate information. Since divorcing ourselves from the internet is an unlikely utopian pipe dream (for now), we must learn how to filter the raw flow of information on the web.
Reasons for inaccurate information on the internet
People these days are increasingly getting their news or understanding of current events from social media. This poses a problem; how do you know that a post you saw is accurate? Most of the social media companies are no longer hiring fact checkers, instead they are encouraging members of the platform to comment on the accuracy of posts. But the existence of AI bots (social media accounts that are controlled by an AI) calls the Community Notes function into question. So what can we do? Start by asking yourself “what immediate emotion did this generate for me? Was it outrage?”. If so, you might be seeing a story that was intentionally designed to leave out or exaggerate certain facts. Especially if the post references sources but doesn’t provide links. It is always good practice to do some of your own internet searches on the topic through various reputable sources on all sides of the issue. This will require extra work on your part but just a few extra minutes can help to determine if you are being manipulated. If you are still unsure or have doubts, AARP: 10 Ways to Spot Disinformation on the Internet has a more detailed list of 10 ways to determine authenticity of information seen on the web.
What about AI?
AI models have been steadily increasing in capabilities and have been used to create ever more believable content. With the ability to create seemingly real images and text, it is becoming even more difficult to determine what is real. According to an article by Tate Ryan-Mosley at the MIT Technology Review: How generative AI is boosting the spread of disinformation and propaganda, AI is used by individuals and state actors to intentionally spread misinformation. So the methods described above are still useful tactics when scrutinizing posts, but be wary of the sources because they too could be AI generated. But that doesn’t necessarily mean that AI tools cannot be useful for research. The key is to be your own fact checker, never take anything at face value. When using AI, prompt the model you are using to provide it’s sources and check them for yourself.
AI comparison experiment
To test if AI can still be a useful tool, I ran a experiment on a personal project that I have been working on. In my free time I have been converting my 1996 Chevy G30 Van from two wheel drive to a 4×4 for off road camping. This is a rather complicated technical job and because it is a custom modification there is no one right way to do it. But, we can examine the sources and determine if the methods it suggests are sound.
Steps to convert 1996 Chevy G30 van to 4×4
Agent: ONEchat
[09/13/2026 21:39:30 +00:00] Rob Hatch (rhatch):
List the steps needed to convert a 1996 Chevy G30 Van from its factory configuration to a 4×4. Provide
the sources that you used.
Response:
A 1996 Chevrolet G30 is not a straightforward bolt-on conversion. The practical approach is a custom
solid-front-axle conversion, or a fully engineered independent-front-suspension system. Modern Quigley
and Advanced 4×4 systems describe GM van conversions generally, but their current systems do not
establish that a 1996 G30 can accept a direct-production kit.[doc1][doc2]
Recommended conversion sequence
- Identify the exact van configuration.
Record the VIN, wheelbase, body style, GVWR, engine, transmission, rear axle, existing gear ratio,
wheel and tire size, and whether the van has a 4.3L, 5.7L, 7.4L, or 6.5L diesel engine. The 1996 G30 was
offered in multiple body, engine, and chassis configurations, so these measurements determine the viable
drivetrain and suspension choices.[doc3][doc4] - Inspect and measure the chassis before buying parts.
Check frame condition, corrosion, straightness, body mounts, steering gear, brake system, rear axle, and
available space around the engine, transmission, fuel system, and exhaust. Create accurate measurements
for frame width, front axle centerline, wheel clearance, suspension travel, driveshaft angles, and steering
linkage. - Choose the front-suspension architecture.
For a 1996 G30, plan on a fabricated solid-axle system using leaf springs or custom links. Do not
assume that an 88–98 GM truck solid-axle kit will fit: the available Offroad Design kit is explicitly
designed for GMT400 trucks and lists trucks, Suburbans, Tahoes, and Blazers—not G-series vans.[doc5] - Select a suitable front axle.
Choose an axle whose width, differential-drop side, spring-perch spacing, bolt pattern, brake capacity,
and weight rating suit the G30. Ford Dana 44 and Dana 60 axles are commonly considered for driver
side-drop arrangements, while many GM axles use passenger-side differential drops and therefore require
a compatible transfer case.[doc5] - Select the transfer case and determine the differential-drop side.
Match the transfer case to the transmission output spline, input length, gear ratios, and desired strength.
The transfer case must place the front driveshaft on the same side as the front differential; Offroad Design
notes that GM and Dodge front axles generally require a passenger-side-drop transfer case, while Ford
axles can work with driver-side-drop cases.[doc5] - Determine whether the existing transmission can be retained.
If the van has a 2WD automatic or manual transmission, use a compatible 4WD transmission, an
adapter, or a replacement output shaft/tailhousing as required. Transfer-case compatibility depends on the
transmission type and spline configuration; for example, the required input arrangement differs between a
700R4/4L60E, 4L80E, and manual transmission.[doc5] - Design and fabricate the front frame structure.
Remove the factory 2WD front suspension components and fabricate or install reinforced front spring
hangers, shackle mounts, crossmembers, steering supports, bump-stop mounts, shock mounts, and—if
applicable—link and track-bar brackets. The brackets must be welded or bolted to load-bearing frame
areas and engineered for the van’s weight and intended tire size. - Install and center the front axle.
Position the axle at the correct wheel centerline, establish caster and pinion-angle targets, set bump and
rebound travel, and verify clearance at full steering lock and full compression. If leaf springs are used,
ensure the spring pads, hangers, shackles, and U-bolts are correctly aligned and sized for the axle. - Install appropriate steering.
Build a steering system compatible with the axle and the factory steering box. A solid-axle conversion
generally requires crossover or high-steer geometry rather than simply connecting the original steering
linkage to the new axle; Offroad Design specifically identifies crossover steering as necessary for its
solid-axle conversions.[doc5] - Install the transfer case and transmission support.
Fabricate or modify the crossmember, support the transfer case independently, confirm driveline
clearance through the complete suspension range, and provide protected routing for shifter linkages,
wiring, brake lines, and exhaust components. - Build both driveshafts.
Have front and rear driveshafts professionally measured and fabricated with suitable U-joints, slip-yoke
or CV arrangements, operating angles, travel, guards, and balancing. The front shaft must clear the
transmission, crossmember, exhaust, steering, and suspension at full articulation. - Match the axle gear ratios.
The front and rear axle ratios must be identical, and the axles should have compatible strength and load
ratings. If the rear axle is retained, regear or replace it to match the selected front axle; conversion
specialists list gear-ratio changes as a normal option when adapting GM vans for 4×4 use.[doc2] - Upgrade or adapt the suspension and brakes.
Select springs, shocks, sway-bar arrangements, wheels, and tires for the actual loaded van weight.
Adapt the front brake hoses and hard lines, verify caliper and rotor capacity, check master-cylinder
compatibility, and confirm that brake balance remains safe. The 1996 G30 service information includes
dedicated procedures for its suspension, steering, axles, and hydraulic brakes, which should be used as the
baseline for the unmodified systems.[doc6][doc4] - Address ABS and safety systems.
Determine how the factory ABS, warning lamps, speed signal, and any air-bag wiring will be affected
by the conversion. Do not delete or relocate safety-system components casually; the 1996 G30 service
material identifies SIR wiring, sensors, and diagnostic procedures that require specific precautions during
structural and steering work.[doc7] - Install the 4×4 controls and indicator.
Add a transfer-case shifter or approved electronic control, neutral and range-position switches where
required, wiring protection, a 4×4 indicator, and an operating label. Modern GM van conversion systems
commonly include a two-speed high/low transfer case, front engagement system, and in-dash 4×4
indicator, but the exact controls for a 1996 G30 will depend on the selected components.[doc2] - Check body, fuel, exhaust, and underbody clearances.
Modify the floor or doghouse area if necessary for the transfer-case shifter, provide clearance for the
front differential and driveshaft, and relocate or shield fuel lines, brake lines, wiring, exhaust components,
and heat-sensitive equipment. Maintain adequate ground clearance without creating unsafe heat or fuel
system exposure. - Set ride height and install final wheels and tires.
Choose tires that fit without rubbing the body, springs, steering, or frame throughout the entire
suspension and steering range. Recheck loaded ride height, center of gravity, fender clearance, spare-tire
location, and speedometer accuracy. - Perform alignment and driveline setup.
Set front caster, camber if adjustable, toe, steering-wheel center, pinion angles, driveshaft phasing, and
transfer-case alignment. Confirm that the steering returns properly and that there is no bind through full
suspension travel. - Complete static and low-speed testing.
Pressure-test and bleed the brakes, inspect every fastener and weld, verify transfer-case range selection,
check for leaks, test four-wheel drive on a lift or controlled surface, and inspect for driveline vibration,
tire interference, steering bind, and abnormal axle movement. - Road-test progressively and re-torque everything.
Begin at low speed, then test braking, steering, turning, 2WD operation, 4HI, and 4LO under controlled
conditions. Reinspect and re-torque suspension, axle, driveshaft, steering, and crossmember fasteners
after the initial test miles. - Obtain engineering and legal approval before road use.
Have the completed vehicle inspected by a qualified 4×4/chassis engineer or conversion shop, and
confirm the requirements for modified vehicles, inspection, insurance, emissions, lighting, bumper height,
tire coverage, and registration in your jurisdiction. A conversion of this type affects steering, braking,
suspension, frame loads, and vehicle weight, so it should not be treated as a simple recreational
modification.
Major components typically required
- Front solid axle with suitable brakes and differential drop
- Matching rear axle gears, or a replacement rear axle
- 4WD transmission solution or transmission-to-transfer-case adapter
- Two-speed transfer case
- Front and rear driveshafts
- Front spring or link suspension system
- Frame brackets, crossmembers, shocks, bump stops, and sway-bar solution
- Crossover/high-steer steering components
- Brake hoses, lines, and possibly master-cylinder or proportioning changes
- 4×4 shifter, linkage, wiring, and indicator
- Wheels, tires, recovery points, and underbody protection
- Professional fabrication, welding, alignment, and driveline balancing
The safest and most practical route is to have a shop experienced with full-size GM van 4×4 conversions
design the chassis and driveline around the van’s VIN, wheelbase, engine, transmission, and GVWR.
Advanced 4×4 Vans states that its GM conversions are built around the specific year, motor, GVW,
chassis, and options package, reinforcing that the parts list cannot be finalized from “1996 G30” alone.
[doc2]
Sources used Quigley Motor Company, GM 4×4 van component overview and retained factory systems.[doc1] Advanced 4×4 Vans, GM/Chevrolet conversion equipment, drivetrain, suspension, brakes, and warranty
information.[doc2] Offroad Design, 88–98 GM solid-axle conversion limitations, axle selection, steering, and transfer-case
compatibility.[doc5] 1996 Chevrolet G30 service-manual coverage and engine/body configurations.[doc3][doc4] Chevrolet G30 service-manual material covering suspension, steering, axles, brakes, and SIR safety
procedures.[doc6][doc7]
This AI provided detailed descriptions and began by explaining how to identify the correct engine and body type of van that you have. It also goes into detail explaining what types of specific brackets will or will not work with certain axels and other major components. It also seems to be accurately linking those parts with the websites that sell those specific parts. This AI does appear to provide very accurate description of each step and the additional parts needed to make the conversion work. However, it did reference a website that does not appear to service the G series model vans: Advance4x4vans.com.
Convert 1996 Chevy G30 van to 4×4
Agent: ONEchat
[09/14/2026 01:59:02 +00:00] Rob Hatch (rhatch):
List the steps needed to convert a 1996 Chevy G30 Van from its factory configuration to a 4×4. Provide
the sources that you used.
Response:
Based on the search results, here are the key steps to convert a 1996 Chevy G30 Van to 4×4:
Conversion Steps
- Install Front Axle Assembly – Mount a front drive axle (compatible options include Dana 44, GM 10
Bolt, or Dana 60 differentials)[doc1] - Install Front Suspension Components – Replace the front suspension system with 4×4-compatible
components including[doc1]:
◦ Front crossmember/spring hanger
◦ Front shackle mounts, shackles, and bushings
◦ Upper/lower shock mounts
◦ Lower spring/U-bolt brackets
◦ Engine mount kit
◦ Front springs and bushings
◦ Bilstein shocks - Install Rear Suspension Upgrades – Add[doc1]:
◦ Rear blocks
◦ U-bolts - Install Transfer Case – Add a heavy-duty 2-speed HI-LO transfer case with manual or electronic shift
options[doc2] - Install Drivelines – Install front and rear drivelines (Spicer brand is commonly used)[doc2]
- Install Interior Controls – Add[doc1]:
◦ Transfer case shifter kit (flush mount, 4-position)
◦ Shift linkage kit (if passenger-side drop transfer case is used) - Add Electrical Components – Install in-dash 4×4 indicator light and ensure factory stability/ABS
systems remain functional[doc2]
Sources
[doc1]: Boulder Offroad Vans – 83-95 4×4 bracket kit specifications for 1983-1996 G Series Vans
(https://boulderoffroadvans.com/71-95-g-series-vans)
[doc2]: Advanced 4×4 Vans – GM/Chevrolet 4×4 Van Conversion components and standards (https://
advanced4x4vans.com/4×4-van/gm-4×4-van-conversion/)
This AI provided a rudimentary guide to the general order of what parts need to be replaced. While it did mention the correct types of compatible front axles, it does not go into any detail for how to remove the existing front end or what type of equipment would be needed to suspend the van during this stage. It lists two internet sources, both are websites for companies that sell the needed parts. However, second source: Advance4x4vans.com, while the website does not explicitly say this, from the photos they have and context clues in the text, it does not appear that they offer services for the later model G series vans. That means that the AI could not discern the difference.
Convert 1996 Chevy G30 van to 4×4
Agent: ONEchat
[09/14/2026 01:59:02 +00:00] Rob Hatch (rhatch):
List the steps needed to convert a 1996 Chevy G30 Van from its factory configuration to a 4×4. Provide
the sources that you used.
Response:
Based on the search results, here are the key steps to convert a 1996 Chevy G30 Van to 4×4:
Conversion Steps
- Install Front Axle Assembly – Mount a front drive axle (compatible options include Dana 44, GM 10
Bolt, or Dana 60 differentials)[doc1] - Install Front Suspension Components – Replace the front suspension system with 4×4-compatible
components including[doc1]:
◦ Front crossmember/spring hanger
◦ Front shackle mounts, shackles, and bushings
◦ Upper/lower shock mounts
◦ Lower spring/U-bolt brackets
◦ Engine mount kit
◦ Front springs and bushings
◦ Bilstein shocks - Install Rear Suspension Upgrades – Add[doc1]:
◦ Rear blocks
◦ U-bolts - Install Transfer Case – Add a heavy-duty 2-speed HI-LO transfer case with manual or electronic shift
options[doc2] - Install Drivelines – Install front and rear drivelines (Spicer brand is commonly used)[doc2]
- Install Interior Controls – Add[doc1]:
◦ Transfer case shifter kit (flush mount, 4-position)
◦ Shift linkage kit (if passenger-side drop transfer case is used) - Add Electrical Components – Install in-dash 4×4 indicator light and ensure factory stability/ABS
systems remain functional[doc2]
Sources
[doc1]: Boulder Offroad Vans – 83-95 4×4 bracket kit specifications for 1983-1996 G Series Vans
(https://boulderoffroadvans.com/71-95-g-series-vans)
[doc2]: Advanced 4×4 Vans – GM/Chevrolet 4×4 Van Conversion components and standards (https://
advanced4x4vans.com/4×4-van/gm-4×4-van-conversion/)
This AI broke the project down into major phases. This approach details all the different considerations for each phase and paints a better picture of just how much work and prep is needed before moving to the next phase. Another key difference between the other AI’s is that it does not simply list websites that sell parts, they listed several well know forums, YouTube channels, and technical manuals. While it mentioned some possible modification that I know will not be necessary, this is the most accurate of the AIs tested.
Reflection
Of the three AIs tested, Anthropic was the most broad and provided only two sources. Both were companies that sell kits or services and one of them didn’t even appear to provide service to the correct model of van. Mistral was the most accurate and detailed. It provided the most amount and wide variety of sources. What also stuck out to me was that Mistral provided the most detailed and accurate information while using the least amount of tokens. The bottom line is that you have to dive into the sources regardless which AI you use. Even Mistral had a few minor inaccuracies.
